{
 "cells": [
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-19T02:47:56.394537Z",
     "start_time": "2025-09-19T02:47:53.723630Z"
    }
   },
   "source": [
    "import torch\n",
    "from torch import nn\n",
    "from d2l import torch as d2l\n",
    "T = 1000\n",
    "time = torch.arange(1, T + 1, dtype = torch.float32)\n",
    "x = torch.sin(0.01 * time) + torch.normal(0, 0.2, (T,))\n",
    "d2l.plot(time, [x], 'time', 'x', xlim = [1, 1000], figsize = (6, 3))"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ],
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"406.885938pt\" height=\"211.07625pt\" viewBox=\"0 0 406.885938 211.07625\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n <metadata>\n  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2025-09-19T10:47:56.380140</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.7.2, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 211.07625 \nL 406.885938 211.07625 \nL 406.885938 0 \nL 0 0 \nz\n\" style=\"fill: #ffffff\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 52.160938 173.52 \nL 386.960938 173.52 \nL 386.960938 7.2 \nL 52.160938 7.2 \nz\n\" style=\"fill: #ffffff\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <path d=\"M 118.852829 173.52 \nL 118.852829 7.2 \n\" clip-path=\"url(#p30c7145626)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n     </g>\n     <g id=\"line2d_2\">\n      <defs>\n       <path id=\"m7e1ff1a854\" d=\"M 0 0 \nL 0 3.5 \n\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </defs>\n      <g>\n       <use xlink:href=\"#m7e1ff1a854\" x=\"118.852829\" y=\"173.52\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 200 -->\n      <g transform=\"translate(109.309079 188.118438) scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \nL 3431 531 \nL 3431 0 \nL 469 0 \nL 469 531 \nQ 828 903 1448 1529 \nQ 2069 2156 2228 2338 \nQ 2531 2678 2651 2914 \nQ 2772 3150 2772 3378 \nQ 2772 3750 2511 3984 \nQ 2250 4219 1831 4219 \nQ 1534 4219 1204 4116 \nQ 875 4013 500 3803 \nL 500 4441 \nQ 881 4594 1212 4672 \nQ 1544 4750 1819 4750 \nQ 2544 4750 2975 4387 \nQ 3406 4025 3406 3419 \nQ 3406 3131 3298 2873 \nQ 3191 2616 2906 2266 \nQ 2828 2175 2409 1742 \nQ 1991 1309 1228 531 \nz\n\" transform=\"scale(0.015625)\"/>\n        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \nQ 1547 4250 1301 3770 \nQ 1056 3291 1056 2328 \nQ 1056 1369 1301 889 \nQ 1547 409 2034 409 \nQ 2525 409 2770 889 \nQ 3016 1369 3016 2328 \nQ 3016 3291 2770 3770 \nQ 2525 4250 2034 4250 \nz\nM 2034 4750 \nQ 2819 4750 3233 4129 \nQ 3647 3509 3647 2328 \nQ 3647 1150 3233 529 \nQ 2819 -91 2034 -91 \nQ 1250 -91 836 529 \nQ 422 1150 422 2328 \nQ 422 3509 836 4129 \nQ 1250 4750 2034 4750 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_3\">\n      <path d=\"M 185.879856 173.52 \nL 185.879856 7.2 \n\" clip-path=\"url(#p30c7145626)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n     </g>\n     <g id=\"line2d_4\">\n      <g>\n       <use xlink:href=\"#m7e1ff1a854\" x=\"185.879856\" y=\"173.52\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 400 -->\n      <g transform=\"translate(176.336106 188.118438) scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \nL 825 1625 \nL 2419 1625 \nL 2419 4116 \nz\nM 2253 4666 \nL 3047 4666 \nL 3047 1625 \nL 3713 1625 \nL 3713 1100 \nL 3047 1100 \nL 3047 0 \nL 2419 0 \nL 2419 1100 \nL 313 1100 \nL 313 1709 \nL 2253 4666 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-34\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_5\">\n      <path d=\"M 252.906883 173.52 \nL 252.906883 7.2 \n\" clip-path=\"url(#p30c7145626)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n     </g>\n     <g id=\"line2d_6\">\n      <g>\n       <use xlink:href=\"#m7e1ff1a854\" x=\"252.906883\" y=\"173.52\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 600 -->\n      <g transform=\"translate(243.363133 188.118438) scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \nQ 1688 2584 1439 2293 \nQ 1191 2003 1191 1497 \nQ 1191 994 1439 701 \nQ 1688 409 2113 409 \nQ 2538 409 2786 701 \nQ 3034 994 3034 1497 \nQ 3034 2003 2786 2293 \nQ 2538 2584 2113 2584 \nz\nM 3366 4563 \nL 3366 3988 \nQ 3128 4100 2886 4159 \nQ 2644 4219 2406 4219 \nQ 1781 4219 1451 3797 \nQ 1122 3375 1075 2522 \nQ 1259 2794 1537 2939 \nQ 1816 3084 2150 3084 \nQ 2853 3084 3261 2657 \nQ 3669 2231 3669 1497 \nQ 3669 778 3244 343 \nQ 2819 -91 2113 -91 \nQ 1303 -91 875 529 \nQ 447 1150 447 2328 \nQ 447 3434 972 4092 \nQ 1497 4750 2381 4750 \nQ 2619 4750 2861 4703 \nQ 3103 4656 3366 4563 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-36\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_7\">\n      <path d=\"M 319.93391 173.52 \nL 319.93391 7.2 \n\" clip-path=\"url(#p30c7145626)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n     </g>\n     <g id=\"line2d_8\">\n      <g>\n       <use xlink:href=\"#m7e1ff1a854\" x=\"319.93391\" y=\"173.52\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 800 -->\n      <g transform=\"translate(310.39016 188.118438) scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-38\" d=\"M 2034 2216 \nQ 1584 2216 1326 1975 \nQ 1069 1734 1069 1313 \nQ 1069 891 1326 650 \nQ 1584 409 2034 409 \nQ 2484 409 2743 651 \nQ 3003 894 3003 1313 \nQ 3003 1734 2745 1975 \nQ 2488 2216 2034 2216 \nz\nM 1403 2484 \nQ 997 2584 770 2862 \nQ 544 3141 544 3541 \nQ 544 4100 942 4425 \nQ 1341 4750 2034 4750 \nQ 2731 4750 3128 4425 \nQ 3525 4100 3525 3541 \nQ 3525 3141 3298 2862 \nQ 3072 2584 2669 2484 \nQ 3125 2378 3379 2068 \nQ 3634 1759 3634 1313 \nQ 3634 634 3220 271 \nQ 2806 -91 2034 -91 \nQ 1263 -91 848 271 \nQ 434 634 434 1313 \nQ 434 1759 690 2068 \nQ 947 2378 1403 2484 \nz\nM 1172 3481 \nQ 1172 3119 1398 2916 \nQ 1625 2713 2034 2713 \nQ 2441 2713 2670 2916 \nQ 2900 3119 2900 3481 \nQ 2900 3844 2670 4047 \nQ 2441 4250 2034 4250 \nQ 1625 4250 1398 4047 \nQ 1172 3844 1172 3481 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-38\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_9\">\n      <path d=\"M 386.960938 173.52 \nL 386.960938 7.2 \n\" clip-path=\"url(#p30c7145626)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n     </g>\n     <g id=\"line2d_10\">\n      <g>\n       <use xlink:href=\"#m7e1ff1a854\" x=\"386.960938\" y=\"173.52\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 1000 -->\n      <g transform=\"translate(374.235937 188.118438) scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-31\" d=\"M 794 531 \nL 1825 531 \nL 1825 4091 \nL 703 3866 \nL 703 4441 \nL 1819 4666 \nL 2450 4666 \nL 2450 531 \nL 3481 531 \nL 3481 0 \nL 794 0 \nL 794 531 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_6\">\n     <!-- time -->\n     <g transform=\"translate(208.264844 201.796563) scale(0.1 -0.1)\">\n      <defs>\n       <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \nL 1172 3500 \nL 2356 3500 \nL 2356 3053 \nL 1172 3053 \nL 1172 1153 \nQ 1172 725 1289 603 \nQ 1406 481 1766 481 \nL 2356 481 \nL 2356 0 \nL 1766 0 \nQ 1100 0 847 248 \nQ 594 497 594 1153 \nL 594 3053 \nL 172 3053 \nL 172 3500 \nL 594 3500 \nL 594 4494 \nL 1172 4494 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-69\" d=\"M 603 3500 \nL 1178 3500 \nL 1178 0 \nL 603 0 \nL 603 3500 \nz\nM 603 4863 \nL 1178 4863 \nL 1178 4134 \nL 603 4134 \nL 603 4863 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-6d\" d=\"M 3328 2828 \nQ 3544 3216 3844 3400 \nQ 4144 3584 4550 3584 \nQ 5097 3584 5394 3201 \nQ 5691 2819 5691 2113 \nL 5691 0 \nL 5113 0 \nL 5113 2094 \nQ 5113 2597 4934 2840 \nQ 4756 3084 4391 3084 \nQ 3944 3084 3684 2787 \nQ 3425 2491 3425 1978 \nL 3425 0 \nL 2847 0 \nL 2847 2094 \nQ 2847 2600 2669 2842 \nQ 2491 3084 2119 3084 \nQ 1678 3084 1418 2786 \nQ 1159 2488 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1356 3278 1631 3431 \nQ 1906 3584 2284 3584 \nQ 2666 3584 2933 3390 \nQ 3200 3197 3328 2828 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \nL 3597 1613 \nL 953 1613 \nQ 991 1019 1311 708 \nQ 1631 397 2203 397 \nQ 2534 397 2845 478 \nQ 3156 559 3463 722 \nL 3463 178 \nQ 3153 47 2828 -22 \nQ 2503 -91 2169 -91 \nQ 1331 -91 842 396 \nQ 353 884 353 1716 \nQ 353 2575 817 3079 \nQ 1281 3584 2069 3584 \nQ 2775 3584 3186 3129 \nQ 3597 2675 3597 1894 \nz\nM 3022 2063 \nQ 3016 2534 2758 2815 \nQ 2500 3097 2075 3097 \nQ 1594 3097 1305 2825 \nQ 1016 2553 972 2059 \nL 3022 2063 \nz\n\" transform=\"scale(0.015625)\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-74\"/>\n      <use xlink:href=\"#DejaVuSans-69\" x=\"39.208984\"/>\n      <use xlink:href=\"#DejaVuSans-6d\" x=\"66.992188\"/>\n      <use xlink:href=\"#DejaVuSans-65\" x=\"164.404297\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_11\">\n      <path d=\"M 52.160938 171.5108 \nL 386.960938 171.5108 \n\" clip-path=\"url(#p30c7145626)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n     </g>\n     <g id=\"line2d_12\">\n      <defs>\n       <path id=\"m37d2ec844f\" d=\"M 0 0 \nL -3.5 0 \n\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </defs>\n      <g>\n       <use xlink:href=\"#m37d2ec844f\" x=\"52.160938\" y=\"171.5108\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- −1.5 -->\n      <g transform=\"translate(20.878125 175.310018) scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-2212\" d=\"M 678 2272 \nL 4684 2272 \nL 4684 1741 \nL 678 1741 \nL 678 2272 \nz\n\" transform=\"scale(0.015625)\"/>\n        <path id=\"DejaVuSans-2e\" d=\"M 684 794 \nL 1344 794 \nL 1344 0 \nL 684 0 \nL 684 794 \nz\n\" transform=\"scale(0.015625)\"/>\n        <path id=\"DejaVuSans-35\" d=\"M 691 4666 \nL 3169 4666 \nL 3169 4134 \nL 1269 4134 \nL 1269 2991 \nQ 1406 3038 1543 3061 \nQ 1681 3084 1819 3084 \nQ 2600 3084 3056 2656 \nQ 3513 2228 3513 1497 \nQ 3513 744 3044 326 \nQ 2575 -91 1722 -91 \nQ 1428 -91 1123 -41 \nQ 819 9 494 109 \nL 494 744 \nQ 775 591 1075 516 \nQ 1375 441 1709 441 \nQ 2250 441 2565 725 \nQ 2881 1009 2881 1497 \nQ 2881 1984 2565 2268 \nQ 2250 2553 1709 2553 \nQ 1456 2553 1204 2497 \nQ 953 2441 691 2322 \nL 691 4666 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-2212\"/>\n       <use xlink:href=\"#DejaVuSans-31\" x=\"83.789062\"/>\n       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n       <use xlink:href=\"#DejaVuSans-35\" x=\"179.199219\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_13\">\n      <path d=\"M 52.160938 145.38131 \nL 386.960938 145.38131 \n\" clip-path=\"url(#p30c7145626)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n     </g>\n     <g id=\"line2d_14\">\n      <g>\n       <use xlink:href=\"#m37d2ec844f\" x=\"52.160938\" y=\"145.38131\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- −1.0 -->\n      <g transform=\"translate(20.878125 149.180528) scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-2212\"/>\n       <use xlink:href=\"#DejaVuSans-31\" x=\"83.789062\"/>\n       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"179.199219\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_15\">\n      <path d=\"M 52.160938 119.25182 \nL 386.960938 119.25182 \n\" clip-path=\"url(#p30c7145626)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n     </g>\n     <g id=\"line2d_16\">\n      <g>\n       <use xlink:href=\"#m37d2ec844f\" x=\"52.160938\" y=\"119.25182\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- −0.5 -->\n      <g transform=\"translate(20.878125 123.051039) scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-2212\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n       <use xlink:href=\"#DejaVuSans-35\" x=\"179.199219\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_17\">\n      <path d=\"M 52.160938 93.12233 \nL 386.960938 93.12233 \n\" clip-path=\"url(#p30c7145626)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n     </g>\n     <g id=\"line2d_18\">\n      <g>\n       <use xlink:href=\"#m37d2ec844f\" x=\"52.160938\" y=\"93.12233\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 0.0 -->\n      <g transform=\"translate(29.257812 96.921549) scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_19\">\n      <path d=\"M 52.160938 66.99284 \nL 386.960938 66.99284 \n\" clip-path=\"url(#p30c7145626)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n     </g>\n     <g id=\"line2d_20\">\n      <g>\n       <use xlink:href=\"#m37d2ec844f\" x=\"52.160938\" y=\"66.99284\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 0.5 -->\n      <g transform=\"translate(29.257812 70.792059) scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-35\" x=\"95.410156\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_21\">\n      <path d=\"M 52.160938 40.86335 \nL 386.960938 40.86335 \n\" clip-path=\"url(#p30c7145626)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n     </g>\n     <g id=\"line2d_22\">\n      <g>\n       <use xlink:href=\"#m37d2ec844f\" x=\"52.160938\" y=\"40.86335\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 1.0 -->\n      <g transform=\"translate(29.257812 44.662569) scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_23\">\n      <path d=\"M 52.160938 14.73386 \nL 386.960938 14.73386 \n\" clip-path=\"url(#p30c7145626)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n     </g>\n     <g id=\"line2d_24\">\n      <g>\n       <use xlink:href=\"#m37d2ec844f\" x=\"52.160938\" y=\"14.73386\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 1.5 -->\n      <g transform=\"translate(29.257812 18.533079) scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-35\" x=\"95.410156\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_14\">\n     <!-- x -->\n     <g transform=\"translate(14.798438 93.319375) rotate(-90) scale(0.1 -0.1)\">\n      <defs>\n       <path id=\"DejaVuSans-78\" d=\"M 3513 3500 \nL 2247 1797 \nL 3578 0 \nL 2900 0 \nL 1881 1375 \nL 863 0 \nL 184 0 \nL 1544 1831 \nL 300 3500 \nL 978 3500 \nL 1906 2253 \nL 2834 3500 \nL 3513 3500 \nz\n\" transform=\"scale(0.015625)\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-78\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_25\">\n    <path d=\"M 52.160938 77.8767 \nL 52.496073 69.198337 \nL 52.831208 81.021984 \nL 53.166343 84.215227 \nL 53.501478 115.907584 \nL 53.836613 72.281636 \nL 54.171748 73.12672 \nL 54.842019 90.537308 \nL 55.512289 72.213263 \nL 55.847424 102.967406 \nL 56.182559 88.15221 \nL 56.517694 91.137021 \nL 56.852829 88.667265 \nL 57.187965 89.647276 \nL 57.5231 67.676194 \nL 57.858235 81.485769 \nL 58.19337 70.227407 \nL 58.528505 71.373299 \nL 58.86364 99.610881 \nL 59.198775 82.925816 \nL 59.53391 86.495689 \nL 59.869046 69.928307 \nL 60.204181 76.897596 \nL 60.539316 89.215963 \nL 60.874451 78.100758 \nL 61.209586 76.388089 \nL 61.544721 79.009042 \nL 62.214992 67.825465 \nL 62.550127 67.600763 \nL 62.885262 95.722066 \nL 63.220397 72.607515 \nL 63.555532 63.141997 \nL 63.890667 65.683707 \nL 64.225802 63.876825 \nL 64.560938 95.293953 \nL 64.896073 58.6896 \nL 65.231208 70.369178 \nL 65.566343 72.512871 \nL 65.901478 81.937376 \nL 66.236613 99.284278 \nL 66.571748 85.372024 \nL 67.242019 66.637871 \nL 67.577154 79.78446 \nL 67.912289 78.220059 \nL 68.247424 66.468643 \nL 68.582559 88.846258 \nL 68.917694 66.547475 \nL 69.252829 67.751311 \nL 69.587965 70.548987 \nL 69.9231 68.805761 \nL 70.258235 60.237582 \nL 70.59337 79.710438 \nL 70.928505 72.753464 \nL 71.26364 57.649181 \nL 71.598775 65.192481 \nL 71.93391 43.119649 \nL 72.269046 70.804447 \nL 72.604181 67.938124 \nL 72.939316 60.616831 \nL 73.274451 80.59791 \nL 73.609586 71.000965 \nL 73.944721 65.711821 \nL 74.279856 74.169232 \nL 74.614992 66.003882 \nL 74.950127 52.824628 \nL 75.285262 58.493839 \nL 75.620397 43.39245 \nL 75.955532 65.236204 \nL 76.290667 62.215735 \nL 76.625802 51.664669 \nL 76.960938 52.437816 \nL 77.296073 67.057006 \nL 77.631208 47.07931 \nL 77.966343 55.8959 \nL 78.301478 56.449694 \nL 78.636613 52.30082 \nL 78.971748 84.163337 \nL 79.306883 45.040448 \nL 80.647424 69.279187 \nL 80.982559 61.662739 \nL 81.317694 69.907626 \nL 81.652829 58.016316 \nL 81.987965 54.331587 \nL 82.3231 59.931854 \nL 82.658235 60.973933 \nL 82.99337 52.360726 \nL 83.328505 37.881072 \nL 83.66364 62.267857 \nL 83.998775 65.426586 \nL 84.33391 27.625212 \nL 85.004181 50.195097 \nL 85.339316 45.572161 \nL 85.674451 52.089529 \nL 86.009586 38.850292 \nL 86.679856 56.973552 \nL 87.014992 45.160987 \nL 87.350127 39.088767 \nL 87.685262 28.705122 \nL 88.020397 28.744182 \nL 88.355532 47.207145 \nL 88.690667 39.436213 \nL 89.025802 61.550413 \nL 89.360938 43.394509 \nL 89.696073 34.27096 \nL 90.031208 65.985136 \nL 90.366343 60.245834 \nL 90.701478 31.332091 \nL 91.036613 46.916819 \nL 91.371748 24.693495 \nL 91.706883 52.746214 \nL 92.042019 42.537073 \nL 92.377154 45.204836 \nL 92.712289 42.386871 \nL 93.047424 44.620027 \nL 93.382559 36.021447 \nL 93.717694 39.368352 \nL 94.052829 44.663613 \nL 94.387965 45.281677 \nL 94.7231 56.672321 \nL 95.058235 47.266034 \nL 95.39337 44.347989 \nL 95.728505 59.673008 \nL 96.06364 46.639903 \nL 96.398775 40.377578 \nL 97.069046 56.096305 \nL 97.404181 26.145284 \nL 98.074451 56.103501 \nL 98.409586 38.927117 \nL 98.744721 37.16503 \nL 99.079856 51.468475 \nL 99.414992 42.699502 \nL 99.750127 47.733522 \nL 100.085262 32.012885 \nL 100.420397 33.952009 \nL 100.755532 43.778225 \nL 101.090667 28.083816 \nL 101.425802 37.807013 \nL 102.096073 65.68418 \nL 102.431208 36.452147 \nL 102.766343 42.012332 \nL 103.101478 58.877063 \nL 103.436613 41.417795 \nL 103.771748 61.612966 \nL 104.106883 23.995613 \nL 104.442019 55.28868 \nL 104.777154 32.242533 \nL 105.112289 36.92268 \nL 105.447424 37.549811 \nL 105.782559 49.962855 \nL 106.117694 47.231279 \nL 106.452829 30.24617 \nL 106.787965 46.343747 \nL 107.1231 36.48742 \nL 107.458235 40.594474 \nL 107.79337 36.572961 \nL 108.128505 35.801835 \nL 108.46364 40.809325 \nL 108.798775 41.896552 \nL 109.13391 43.747057 \nL 109.469046 42.05832 \nL 109.804181 51.747226 \nL 110.139316 36.937052 \nL 110.474451 51.200848 \nL 110.809586 24.348716 \nL 111.479856 46.570513 \nL 111.814992 36.936373 \nL 112.150127 37.412022 \nL 112.485262 19.586335 \nL 112.820397 57.37458 \nL 113.155532 39.447719 \nL 113.490667 47.28682 \nL 113.825802 35.409255 \nL 114.160938 46.488732 \nL 114.496073 51.343537 \nL 114.831208 52.708156 \nL 115.166343 42.425766 \nL 115.501478 38.985789 \nL 115.836613 40.268203 \nL 116.171748 42.996023 \nL 116.506883 20.65842 \nL 116.842019 43.952116 \nL 117.177154 46.670887 \nL 117.512289 26.958491 \nL 117.847424 14.76 \nL 118.182559 59.709981 \nL 118.517694 41.452295 \nL 118.852829 49.714322 \nL 119.187965 49.232298 \nL 119.5231 49.791973 \nL 119.858235 51.953726 \nL 120.19337 35.102184 \nL 120.528505 59.854147 \nL 120.86364 55.490745 \nL 121.198775 46.52545 \nL 121.53391 44.03609 \nL 122.204181 32.021102 \nL 122.539316 37.047008 \nL 122.874451 36.171478 \nL 123.209586 53.049986 \nL 123.544721 35.052421 \nL 123.879856 50.490815 \nL 124.214992 60.436346 \nL 124.550127 51.660134 \nL 124.885262 62.537748 \nL 125.555532 45.343476 \nL 125.890667 68.256328 \nL 126.225802 60.442152 \nL 126.560938 38.911063 \nL 126.896073 58.870584 \nL 127.231208 53.382904 \nL 127.566343 55.119461 \nL 127.901478 63.689942 \nL 128.236613 48.501015 \nL 128.571748 47.65521 \nL 128.906883 50.972453 \nL 129.242019 59.112049 \nL 129.577154 48.061565 \nL 129.912289 73.245398 \nL 130.247424 62.741729 \nL 130.582559 46.169242 \nL 130.917694 48.62443 \nL 131.252829 49.021502 \nL 131.587965 66.077492 \nL 131.9231 58.41964 \nL 132.258235 65.028112 \nL 132.59337 65.511525 \nL 132.928505 43.758006 \nL 133.26364 64.429373 \nL 133.93391 50.911769 \nL 134.269046 65.434432 \nL 134.604181 56.410684 \nL 134.939316 50.573181 \nL 135.274451 66.912345 \nL 135.609586 75.136163 \nL 135.944721 71.280011 \nL 136.279856 72.199383 \nL 136.614992 87.368568 \nL 136.950127 73.203959 \nL 137.285262 66.696587 \nL 137.620397 34.272106 \nL 137.955532 69.93173 \nL 138.625802 73.378682 \nL 138.960938 71.733925 \nL 139.296073 55.338459 \nL 139.631208 71.024257 \nL 139.966343 68.512885 \nL 140.301478 61.133094 \nL 140.636613 63.510154 \nL 140.971748 79.329566 \nL 141.306883 51.966606 \nL 141.642019 79.850199 \nL 142.312289 53.206384 \nL 142.647424 66.694815 \nL 142.982559 62.280942 \nL 143.317694 93.302482 \nL 143.987965 57.280364 \nL 144.658235 106.392825 \nL 144.99337 83.562232 \nL 145.328505 77.203731 \nL 145.66364 78.201907 \nL 145.998775 81.735366 \nL 146.33391 83.872191 \nL 146.669046 68.166789 \nL 147.004181 70.145673 \nL 147.339316 78.530502 \nL 147.674451 61.848962 \nL 148.009586 69.071121 \nL 148.344721 95.808404 \nL 148.679856 86.802496 \nL 149.014992 87.060967 \nL 149.350127 70.299569 \nL 149.685262 82.606164 \nL 150.020397 77.844112 \nL 150.355532 57.971468 \nL 150.690667 75.393264 \nL 151.025802 84.201909 \nL 151.360938 77.521742 \nL 151.696073 88.386763 \nL 152.031208 92.455873 \nL 152.366343 55.518514 \nL 153.036613 88.931483 \nL 153.371748 83.365133 \nL 153.706883 87.374109 \nL 154.042019 78.507237 \nL 154.377154 75.127801 \nL 154.712289 80.988129 \nL 155.047424 68.356164 \nL 155.382559 84.775898 \nL 155.717694 108.115659 \nL 156.052829 91.458252 \nL 156.387965 96.804607 \nL 156.7231 100.294139 \nL 157.058235 93.816855 \nL 157.39337 91.9888 \nL 157.728505 86.765638 \nL 158.06364 104.28855 \nL 158.398775 92.554639 \nL 158.73391 98.959568 \nL 159.069046 96.92582 \nL 159.404181 93.680983 \nL 159.739316 92.310104 \nL 160.074451 108.135931 \nL 160.409586 94.591139 \nL 160.744721 96.299071 \nL 161.079856 99.052932 \nL 161.414992 103.144252 \nL 161.750127 109.847355 \nL 162.085262 109.2267 \nL 162.420397 104.610707 \nL 162.755532 111.839149 \nL 163.090667 100.370696 \nL 163.425802 96.346059 \nL 163.760938 90.135142 \nL 164.096073 109.866468 \nL 164.431208 110.959188 \nL 164.766343 99.982601 \nL 165.101478 108.170327 \nL 165.436613 86.875343 \nL 165.771748 116.03996 \nL 166.106883 103.23874 \nL 166.442019 117.755607 \nL 166.777154 91.021916 \nL 167.112289 123.755298 \nL 167.447424 116.471041 \nL 167.782559 101.402388 \nL 168.117694 107.590221 \nL 168.452829 110.122329 \nL 168.787965 123.244614 \nL 169.1231 104.066205 \nL 169.458235 106.941325 \nL 169.79337 108.425664 \nL 170.128505 127.89332 \nL 170.46364 116.854949 \nL 170.798775 96.711443 \nL 171.13391 116.0869 \nL 171.469046 94.133595 \nL 171.804181 127.309713 \nL 172.139316 111.937929 \nL 172.474451 117.085748 \nL 172.809586 108.769242 \nL 173.479856 105.285845 \nL 173.814992 134.318061 \nL 174.150127 108.96482 \nL 174.485262 117.467932 \nL 174.820397 113.834437 \nL 175.490667 128.502478 \nL 175.825802 128.447481 \nL 176.160938 128.954537 \nL 176.496073 125.281772 \nL 176.831208 125.325492 \nL 177.166343 102.511154 \nL 177.501478 149.004991 \nL 177.836613 132.87919 \nL 178.171748 111.307355 \nL 178.506883 119.761856 \nL 178.842019 117.171617 \nL 179.177154 134.460657 \nL 179.512289 143.369958 \nL 179.847424 128.049836 \nL 180.182559 137.61053 \nL 180.517694 137.669426 \nL 181.187965 128.147388 \nL 181.5231 145.057774 \nL 181.858235 123.975918 \nL 182.19337 112.633565 \nL 182.528505 134.123792 \nL 182.86364 142.44226 \nL 183.198775 126.272904 \nL 183.53391 121.495594 \nL 183.869046 147.777155 \nL 184.204181 130.590645 \nL 184.539316 130.33882 \nL 184.874451 135.019528 \nL 185.209586 152.123332 \nL 185.544721 131.956709 \nL 185.879856 139.763852 \nL 186.214992 139.711762 \nL 186.550127 131.696009 \nL 186.885262 149.975636 \nL 187.220397 132.480351 \nL 187.555532 147.852803 \nL 187.890667 132.280516 \nL 188.225802 128.057854 \nL 188.560938 134.773914 \nL 188.896073 137.91106 \nL 189.231208 133.331872 \nL 189.566343 138.689698 \nL 189.901478 142.090466 \nL 190.236613 116.239066 \nL 190.571748 134.684221 \nL 190.906883 124.468817 \nL 191.242019 157.916258 \nL 191.577154 121.188931 \nL 191.912289 148.709395 \nL 192.247424 135.429203 \nL 192.917694 145.387216 \nL 193.252829 142.450247 \nL 193.587965 130.271791 \nL 193.9231 141.697954 \nL 194.258235 159.560384 \nL 194.59337 149.912934 \nL 194.928505 136.616355 \nL 195.26364 135.344279 \nL 195.598775 142.097294 \nL 195.93391 140.214014 \nL 196.269046 159.143569 \nL 196.604181 139.124274 \nL 196.939316 136.027661 \nL 197.274451 144.355113 \nL 197.609586 158.50958 \nL 197.944721 153.441455 \nL 198.279856 158.768326 \nL 198.614992 144.642669 \nL 198.950127 146.008272 \nL 199.285262 159.890473 \nL 199.620397 143.554861 \nL 199.955532 150.403097 \nL 200.290667 138.743919 \nL 200.625802 151.477132 \nL 200.960938 135.126032 \nL 201.296073 142.566102 \nL 201.631208 165.244911 \nL 201.966343 153.705385 \nL 202.301478 115.401438 \nL 202.636613 145.790524 \nL 202.971748 142.354723 \nL 203.306883 134.227184 \nL 203.642019 140.839843 \nL 203.977154 156.244422 \nL 204.312289 129.641545 \nL 204.647424 139.518957 \nL 204.982559 140.39497 \nL 205.317694 162.006784 \nL 205.652829 139.542807 \nL 205.987965 146.234525 \nL 206.3231 145.701706 \nL 206.658235 160.93364 \nL 206.99337 132.89843 \nL 207.328505 160.212608 \nL 207.66364 117.564568 \nL 207.998775 143.757895 \nL 208.33391 137.340327 \nL 208.669046 135.09146 \nL 209.339316 150.502761 \nL 209.674451 132.367188 \nL 210.009586 156.590734 \nL 210.344721 159.434667 \nL 210.679856 165.96 \nL 211.014992 124.750832 \nL 211.350127 126.208189 \nL 211.685262 160.053388 \nL 212.020397 133.07035 \nL 212.355532 142.930409 \nL 212.690667 148.225935 \nL 213.025802 162.531497 \nL 213.360938 143.853936 \nL 213.696073 143.923899 \nL 214.031208 139.985376 \nL 214.366343 146.341913 \nL 214.701478 141.506648 \nL 215.371748 151.183879 \nL 215.706883 141.964052 \nL 216.042019 139.555538 \nL 216.377154 153.986658 \nL 216.712289 149.002418 \nL 217.047424 153.023632 \nL 217.382559 134.63818 \nL 218.052829 150.898924 \nL 218.387965 142.33651 \nL 219.058235 148.663207 \nL 219.39337 136.073011 \nL 219.728505 131.229111 \nL 220.06364 133.068082 \nL 220.398775 136.669737 \nL 220.73391 145.904703 \nL 221.069046 130.046738 \nL 221.404181 158.969012 \nL 221.739316 160.534244 \nL 222.409586 131.942443 \nL 222.744721 162.648748 \nL 223.079856 119.407455 \nL 223.414992 144.295818 \nL 223.750127 123.69006 \nL 224.085262 138.443358 \nL 224.420397 138.063708 \nL 224.755532 121.745192 \nL 225.090667 156.761498 \nL 225.425802 144.57963 \nL 225.760938 137.432827 \nL 226.096073 142.585912 \nL 226.431208 117.58109 \nL 226.766343 143.62821 \nL 227.101478 141.981452 \nL 227.436613 133.224521 \nL 227.771748 134.311703 \nL 228.106883 143.876771 \nL 228.442019 132.59087 \nL 228.777154 130.212733 \nL 229.112289 147.598224 \nL 229.447424 135.438404 \nL 229.782559 154.633531 \nL 230.452829 125.7751 \nL 230.787965 126.927409 \nL 231.1231 135.314261 \nL 231.458235 120.753325 \nL 231.79337 123.476283 \nL 232.128505 121.229618 \nL 232.46364 119.940831 \nL 232.798775 122.292174 \nL 233.13391 130.254217 \nL 233.469046 131.956756 \nL 233.804181 131.448352 \nL 234.139316 134.912897 \nL 234.474451 130.690941 \nL 234.809586 144.630493 \nL 235.144721 135.655695 \nL 235.479856 140.19587 \nL 235.814992 121.55406 \nL 236.150127 131.856946 \nL 236.485262 145.680463 \nL 236.820397 126.221378 \nL 237.155532 120.625282 \nL 237.490667 125.47224 \nL 237.825802 138.206107 \nL 238.160938 126.104374 \nL 238.496073 134.175848 \nL 238.831208 120.138323 \nL 239.166343 125.674539 \nL 239.501478 138.819963 \nL 239.836613 120.787747 \nL 240.171748 115.647504 \nL 240.506883 119.017402 \nL 240.842019 117.956127 \nL 241.177154 129.30026 \nL 241.512289 131.221221 \nL 241.847424 121.909695 \nL 242.182559 108.304804 \nL 242.517694 139.068119 \nL 242.852829 98.717802 \nL 243.187965 117.978508 \nL 243.5231 116.251015 \nL 243.858235 109.072456 \nL 244.19337 119.329486 \nL 244.528505 120.680895 \nL 244.86364 109.316141 \nL 245.198775 124.900386 \nL 245.53391 131.903504 \nL 246.539316 98.672415 \nL 246.874451 120.187785 \nL 247.544721 105.268073 \nL 247.879856 124.322869 \nL 248.214992 131.893714 \nL 248.550127 115.284697 \nL 248.885262 115.209513 \nL 249.220397 111.7671 \nL 249.555532 104.413907 \nL 249.890667 111.907288 \nL 250.225802 109.964699 \nL 250.560938 105.936785 \nL 250.896073 121.441523 \nL 251.231208 101.785164 \nL 251.566343 93.441164 \nL 251.901478 108.452521 \nL 252.571748 113.569379 \nL 252.906883 113.030561 \nL 253.242019 90.938617 \nL 253.577154 110.502501 \nL 253.912289 88.211835 \nL 254.247424 109.056715 \nL 254.582559 97.5901 \nL 254.917694 96.435177 \nL 255.252829 119.55058 \nL 255.587965 85.411735 \nL 255.9231 109.121178 \nL 256.258235 116.635543 \nL 256.59337 95.829861 \nL 257.26364 111.215105 \nL 257.598775 107.908961 \nL 257.93391 106.220242 \nL 258.269046 88.131675 \nL 258.604181 107.763597 \nL 258.939316 82.225696 \nL 259.274451 93.368514 \nL 259.609586 110.077417 \nL 259.944721 91.856105 \nL 260.279856 91.709944 \nL 260.614992 73.024225 \nL 260.950127 108.97649 \nL 261.285262 119.303284 \nL 261.620397 79.807801 \nL 261.955532 87.454416 \nL 262.290667 98.751341 \nL 262.625802 99.584112 \nL 262.960938 109.725389 \nL 263.296073 98.758882 \nL 263.631208 99.704829 \nL 263.966343 91.578396 \nL 264.301478 74.090033 \nL 264.636613 89.694159 \nL 264.971748 96.239257 \nL 265.306883 85.042967 \nL 265.642019 84.841291 \nL 265.977154 63.462967 \nL 266.312289 105.150855 \nL 266.647424 82.296715 \nL 266.982559 88.26257 \nL 267.317694 88.377654 \nL 267.652829 87.997362 \nL 267.987965 76.151765 \nL 268.3231 92.478816 \nL 268.658235 96.529861 \nL 268.99337 78.827382 \nL 269.328505 92.344113 \nL 269.66364 87.477834 \nL 269.998775 87.851313 \nL 270.33391 79.993208 \nL 270.669046 78.417134 \nL 271.004181 92.930612 \nL 271.674451 59.228729 \nL 272.009586 85.685306 \nL 272.344721 75.269289 \nL 272.679856 78.66323 \nL 273.014992 53.736773 \nL 273.350127 75.674668 \nL 273.685262 90.166575 \nL 274.020397 82.896407 \nL 274.355532 90.189671 \nL 274.690667 76.8357 \nL 275.025802 86.24064 \nL 276.031208 72.065738 \nL 276.366343 72.506752 \nL 276.701478 50.806588 \nL 277.036613 103.493155 \nL 277.371748 78.283796 \nL 277.706883 80.989956 \nL 278.042019 64.677794 \nL 278.377154 71.421223 \nL 278.712289 46.088632 \nL 279.047424 69.980045 \nL 279.382559 65.713061 \nL 279.717694 54.973252 \nL 280.052829 98.638087 \nL 280.7231 40.88854 \nL 281.058235 72.012601 \nL 281.39337 74.865245 \nL 281.728505 71.157631 \nL 282.06364 73.030844 \nL 282.398775 61.16143 \nL 282.73391 73.508649 \nL 283.069046 74.471578 \nL 283.404181 58.860351 \nL 283.739316 60.41851 \nL 284.074451 46.232104 \nL 284.409586 66.195711 \nL 284.744721 58.371297 \nL 285.079856 73.812826 \nL 285.414992 56.511556 \nL 285.750127 52.218077 \nL 286.085262 60.407701 \nL 286.420397 61.742003 \nL 287.090667 55.118688 \nL 287.425802 54.239875 \nL 287.760938 38.914857 \nL 288.096073 43.722926 \nL 288.766343 57.028495 \nL 289.436613 44.716681 \nL 289.771748 57.846057 \nL 290.106883 44.351991 \nL 290.442019 59.860339 \nL 290.777154 57.388002 \nL 291.112289 73.059987 \nL 291.447424 42.774539 \nL 291.782559 57.097137 \nL 292.117694 55.668119 \nL 292.452829 52.879353 \nL 292.787965 55.065642 \nL 293.1231 50.365011 \nL 293.458235 50.050723 \nL 293.79337 64.262961 \nL 294.128505 35.310656 \nL 294.46364 47.697311 \nL 294.798775 54.801986 \nL 295.13391 57.22225 \nL 295.804181 48.576987 \nL 296.139316 34.400589 \nL 296.474451 43.795391 \nL 296.809586 61.835512 \nL 297.144721 45.800625 \nL 297.479856 55.787459 \nL 297.814992 27.542861 \nL 298.485262 74.019506 \nL 298.820397 43.535217 \nL 299.155532 42.448664 \nL 299.490667 43.778726 \nL 299.825802 51.737819 \nL 300.160938 52.798064 \nL 300.496073 41.553697 \nL 300.831208 45.947108 \nL 301.166343 43.547867 \nL 301.501478 54.247507 \nL 301.836613 29.147976 \nL 302.506883 37.951089 \nL 302.842019 59.180471 \nL 303.177154 52.744379 \nL 303.512289 40.78711 \nL 303.847424 47.186072 \nL 304.182559 51.259738 \nL 304.517694 25.753974 \nL 304.852829 34.376592 \nL 305.5231 59.398419 \nL 305.858235 41.801912 \nL 306.19337 36.478592 \nL 306.528505 26.811637 \nL 306.86364 33.672087 \nL 307.198775 56.008618 \nL 307.53391 49.008292 \nL 307.869046 25.938549 \nL 308.204181 37.490112 \nL 308.874451 27.684301 \nL 309.544721 50.009339 \nL 309.879856 32.150239 \nL 310.214992 42.416908 \nL 310.885262 24.874351 \nL 311.890667 55.067252 \nL 312.225802 28.725468 \nL 312.560938 41.686973 \nL 312.896073 33.754955 \nL 313.231208 41.22348 \nL 313.566343 41.593253 \nL 313.901478 45.697503 \nL 314.236613 35.36508 \nL 314.571748 50.497487 \nL 314.906883 17.860905 \nL 315.577154 42.746091 \nL 315.912289 27.740737 \nL 316.247424 24.944748 \nL 316.582559 28.07558 \nL 316.917694 57.689279 \nL 317.252829 35.918855 \nL 317.587965 47.279447 \nL 317.9231 42.21868 \nL 318.258235 61.433225 \nL 318.59337 55.379759 \nL 318.928505 34.492309 \nL 319.26364 35.815005 \nL 319.598775 57.232507 \nL 319.93391 55.833927 \nL 320.269046 32.579756 \nL 320.604181 26.084083 \nL 321.274451 45.761685 \nL 321.609586 27.304623 \nL 321.944721 54.348797 \nL 322.279856 56.264708 \nL 322.614992 23.884057 \nL 322.950127 46.596087 \nL 323.285262 38.88387 \nL 323.620397 43.140363 \nL 323.955532 36.078268 \nL 324.290667 17.215477 \nL 324.625802 36.35029 \nL 324.960938 43.667435 \nL 325.296073 35.068961 \nL 325.631208 69.30561 \nL 325.966343 43.191827 \nL 326.301478 39.990767 \nL 326.636613 39.162028 \nL 326.971748 40.086418 \nL 327.306883 30.3215 \nL 327.642019 68.269907 \nL 327.977154 47.026728 \nL 328.312289 59.624521 \nL 328.647424 28.024328 \nL 328.982559 58.616995 \nL 329.317694 37.451151 \nL 329.652829 50.990905 \nL 329.987965 38.237059 \nL 330.3231 57.503215 \nL 330.99337 44.412591 \nL 331.328505 51.781147 \nL 331.66364 35.021608 \nL 331.998775 44.501477 \nL 332.33391 38.100036 \nL 332.669046 58.568266 \nL 333.004181 52.958879 \nL 333.339316 55.157466 \nL 334.009586 41.514892 \nL 334.344721 59.170419 \nL 334.679856 30.903802 \nL 335.014992 54.777214 \nL 335.350127 33.251878 \nL 335.685262 38.260172 \nL 336.355532 76.065791 \nL 336.690667 46.944576 \nL 337.025802 47.411216 \nL 337.360937 54.415056 \nL 337.696073 58.553505 \nL 338.031208 48.674162 \nL 338.366343 55.767985 \nL 338.701478 30.903497 \nL 339.371748 47.619159 \nL 339.706883 52.252558 \nL 340.042019 59.098322 \nL 340.377154 57.683881 \nL 340.712289 71.514685 \nL 341.047424 45.2966 \nL 341.382559 59.445787 \nL 341.717694 60.22835 \nL 342.052829 55.49334 \nL 342.387965 65.116506 \nL 342.7231 65.51118 \nL 343.058235 39.610509 \nL 343.39337 77.643802 \nL 343.728505 59.022503 \nL 344.06364 58.271951 \nL 344.398775 63.170769 \nL 344.73391 45.92127 \nL 345.069046 52.505767 \nL 345.404181 67.545899 \nL 345.739316 57.095698 \nL 346.074451 70.025133 \nL 346.409586 72.751558 \nL 346.744721 49.758161 \nL 347.079856 54.022616 \nL 347.414992 53.102549 \nL 347.750127 72.209955 \nL 348.420397 55.810671 \nL 348.755532 74.020325 \nL 349.090667 60.327979 \nL 349.425802 55.771221 \nL 349.760938 62.887942 \nL 350.096073 47.460369 \nL 350.431208 58.86455 \nL 350.766343 60.377113 \nL 351.101478 79.443519 \nL 351.771748 48.103049 \nL 352.106883 52.957985 \nL 352.442019 71.876492 \nL 352.777154 71.714077 \nL 353.112289 65.102034 \nL 353.447424 56.153348 \nL 353.782559 75.9009 \nL 354.117694 69.141346 \nL 354.452829 53.18714 \nL 354.787965 64.075071 \nL 355.1231 88.896057 \nL 355.458235 78.14241 \nL 355.79337 78.231852 \nL 356.128505 79.458253 \nL 356.46364 90.306681 \nL 356.798775 74.496452 \nL 357.469046 57.082435 \nL 357.804181 66.586436 \nL 358.139316 91.75713 \nL 358.474451 95.070639 \nL 358.809586 74.990449 \nL 359.144721 85.4268 \nL 359.479856 88.421135 \nL 359.814992 55.642757 \nL 360.150127 92.619288 \nL 360.485262 64.913014 \nL 360.820397 74.406889 \nL 361.155532 74.722799 \nL 361.490667 97.420854 \nL 361.825802 89.505223 \nL 362.496073 95.927756 \nL 362.831208 88.742069 \nL 363.166343 105.448721 \nL 363.501478 98.189002 \nL 363.836613 87.73432 \nL 364.171748 92.577093 \nL 364.506883 82.226657 \nL 364.842019 66.331134 \nL 365.512289 88.991675 \nL 365.847424 80.867574 \nL 366.182559 85.465056 \nL 366.517694 117.43292 \nL 366.852829 95.873455 \nL 367.187965 91.169818 \nL 367.5231 88.860448 \nL 367.858235 89.913836 \nL 368.19337 75.559458 \nL 368.528505 82.136493 \nL 368.86364 91.060962 \nL 369.198775 86.163359 \nL 369.53391 95.22604 \nL 369.869046 88.94057 \nL 370.204181 97.938935 \nL 370.539316 96.040823 \nL 370.874451 108.608649 \nL 371.209586 104.408855 \nL 371.544721 91.662047 \nL 371.879856 87.554598 \nL 372.214992 89.845544 \nL 372.550127 94.720631 \nL 372.885262 101.862021 \nL 373.220397 98.712322 \nL 373.555532 99.232461 \nL 373.890667 100.303531 \nL 374.225802 110.689294 \nL 374.560938 101.264828 \nL 374.896073 101.092906 \nL 375.231208 101.090698 \nL 375.566343 115.2652 \nL 375.901478 99.930715 \nL 376.236613 109.116152 \nL 376.571748 100.221144 \nL 377.242019 110.819246 \nL 377.577154 126.338908 \nL 377.912289 113.487137 \nL 378.247424 117.548847 \nL 378.582559 124.507971 \nL 378.917694 117.0188 \nL 379.252829 122.177101 \nL 379.587965 99.72598 \nL 379.9231 103.965095 \nL 380.258235 114.91679 \nL 380.59337 99.631644 \nL 380.928505 140.930367 \nL 381.26364 103.000099 \nL 381.598775 109.622332 \nL 381.93391 99.252494 \nL 382.269046 121.593881 \nL 382.939316 109.352654 \nL 383.274451 112.040572 \nL 383.609586 108.424805 \nL 383.944721 128.413442 \nL 384.279856 109.519599 \nL 384.614992 118.65424 \nL 384.950127 91.123502 \nL 385.285262 109.360793 \nL 385.620397 112.623634 \nL 385.955532 131.01392 \nL 386.290667 121.651207 \nL 386.625802 136.217077 \nL 386.960938 114.726612 \nL 386.960938 114.726612 \n\" clip-path=\"url(#p30c7145626)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 52.160938 173.52 \nL 52.160938 7.2 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 386.960938 173.52 \nL 386.960938 7.2 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 52.160938 173.52 \nL 386.960938 173.52 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 52.160938 7.2 \nL 386.960938 7.2 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p30c7145626\">\n   <rect x=\"52.160938\" y=\"7.2\" width=\"334.8\" height=\"166.32\"/>\n  </clipPath>\n </defs>\n</svg>\n"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 1
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-19T02:47:56.426922Z",
     "start_time": "2025-09-19T02:47:56.408690Z"
    }
   },
   "source": [
    "tau = 4\n",
    "features = torch.zeros((T - tau, tau))\n",
    "for i in range(tau):\n",
    "    features[:, i] = x[i:(T - tau + i)]\n",
    "labels = x[tau:].reshape(-1, 1)\n",
    "features, labels"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(tensor([[ 0.2917,  0.4578,  0.2315,  0.1704],\n",
       "         [ 0.4578,  0.2315,  0.1704, -0.4360],\n",
       "         [ 0.2315,  0.1704, -0.4360,  0.3988],\n",
       "         ...,\n",
       "         [ 0.0382, -0.3107, -0.3732, -0.7251],\n",
       "         [-0.3107, -0.3732, -0.7251, -0.5459],\n",
       "         [-0.3732, -0.7251, -0.5459, -0.8246]]),\n",
       " tensor([[-0.4360],\n",
       "         [ 0.3988],\n",
       "         [ 0.3826],\n",
       "         [ 0.2118],\n",
       "         [ 0.0495],\n",
       "         [ 0.2359],\n",
       "         [ 0.4001],\n",
       "         [-0.1884],\n",
       "         [ 0.0951],\n",
       "         [ 0.0380],\n",
       "         [ 0.0852],\n",
       "         [ 0.0665],\n",
       "         [ 0.4869],\n",
       "         [ 0.2227],\n",
       "         [ 0.4381],\n",
       "         [ 0.4162],\n",
       "         [-0.1242],\n",
       "         [ 0.1951],\n",
       "         [ 0.1268],\n",
       "         [ 0.4438],\n",
       "         [ 0.3105],\n",
       "         [ 0.0748],\n",
       "         [ 0.2874],\n",
       "         [ 0.3202],\n",
       "         [ 0.2701],\n",
       "         [ 0.3779],\n",
       "         [ 0.4841],\n",
       "         [ 0.4884],\n",
       "         [-0.0497],\n",
       "         [ 0.3926],\n",
       "         [ 0.5737],\n",
       "         [ 0.5251],\n",
       "         [ 0.5596],\n",
       "         [-0.0416],\n",
       "         [ 0.6589],\n",
       "         [ 0.4354],\n",
       "         [ 0.3944],\n",
       "         [ 0.2140],\n",
       "         [-0.1179],\n",
       "         [ 0.1483],\n",
       "         [ 0.3199],\n",
       "         [ 0.5068],\n",
       "         [ 0.2552],\n",
       "         [ 0.2852],\n",
       "         [ 0.5100],\n",
       "         [ 0.0818],\n",
       "         [ 0.5085],\n",
       "         [ 0.4855],\n",
       "         [ 0.4320],\n",
       "         [ 0.4653],\n",
       "         [ 0.6293],\n",
       "         [ 0.2566],\n",
       "         [ 0.3898],\n",
       "         [ 0.6788],\n",
       "         [ 0.5345],\n",
       "         [ 0.9568],\n",
       "         [ 0.4271],\n",
       "         [ 0.4819],\n",
       "         [ 0.6220],\n",
       "         [ 0.2397],\n",
       "         [ 0.4233],\n",
       "         [ 0.5245],\n",
       "         [ 0.3627],\n",
       "         [ 0.5189],\n",
       "         [ 0.7711],\n",
       "         [ 0.6626],\n",
       "         [ 0.9516],\n",
       "         [ 0.5336],\n",
       "         [ 0.5914],\n",
       "         [ 0.7933],\n",
       "         [ 0.7785],\n",
       "         [ 0.4988],\n",
       "         [ 0.8811],\n",
       "         [ 0.7123],\n",
       "         [ 0.7017],\n",
       "         [ 0.7811],\n",
       "         [ 0.1714],\n",
       "         [ 0.9201],\n",
       "         [ 0.8107],\n",
       "         [ 0.7136],\n",
       "         [ 0.5777],\n",
       "         [ 0.4562],\n",
       "         [ 0.6020],\n",
       "         [ 0.4442],\n",
       "         [ 0.6718],\n",
       "         [ 0.7423],\n",
       "         [ 0.6351],\n",
       "         [ 0.6152],\n",
       "         [ 0.7800],\n",
       "         [ 1.0571],\n",
       "         [ 0.5904],\n",
       "         [ 0.5300],\n",
       "         [ 1.2533],\n",
       "         [ 1.0150],\n",
       "         [ 0.8214],\n",
       "         [ 0.9099],\n",
       "         [ 0.7852],\n",
       "         [ 1.0385],\n",
       "         [ 0.8817],\n",
       "         [ 0.6917],\n",
       "         [ 0.9178],\n",
       "         [ 1.0340],\n",
       "         [ 1.2327],\n",
       "         [ 1.2319],\n",
       "         [ 0.8786],\n",
       "         [ 1.0273],\n",
       "         [ 0.6041],\n",
       "         [ 0.9516],\n",
       "         [ 1.1261],\n",
       "         [ 0.5193],\n",
       "         [ 0.6291],\n",
       "         [ 1.1824],\n",
       "         [ 0.8842],\n",
       "         [ 1.3094],\n",
       "         [ 0.7726],\n",
       "         [ 0.9680],\n",
       "         [ 0.9169],\n",
       "         [ 0.9708],\n",
       "         [ 0.9281],\n",
       "         [ 1.0927],\n",
       "         [ 1.0286],\n",
       "         [ 0.9273],\n",
       "         [ 0.9155],\n",
       "         [ 0.6975],\n",
       "         [ 0.8775],\n",
       "         [ 0.9333],\n",
       "         [ 0.6401],\n",
       "         [ 0.8895],\n",
       "         [ 1.0093],\n",
       "         [ 0.8779],\n",
       "         [ 0.7085],\n",
       "         [ 1.2816],\n",
       "         [ 0.9912],\n",
       "         [ 0.7084],\n",
       "         [ 1.0371],\n",
       "         [ 1.0708],\n",
       "         [ 0.7971],\n",
       "         [ 0.9649],\n",
       "         [ 0.8685],\n",
       "         [ 1.1694],\n",
       "         [ 1.1323],\n",
       "         [ 0.9442],\n",
       "         [ 1.2445],\n",
       "         [ 1.0585],\n",
       "         [ 0.7685],\n",
       "         [ 0.5250],\n",
       "         [ 1.0844],\n",
       "         [ 0.9780],\n",
       "         [ 0.6553],\n",
       "         [ 0.9894],\n",
       "         [ 0.6029],\n",
       "         [ 1.3228],\n",
       "         [ 0.7240],\n",
       "         [ 1.1650],\n",
       "         [ 1.0754],\n",
       "         [ 1.0634],\n",
       "         [ 0.8259],\n",
       "         [ 0.8781],\n",
       "         [ 1.2032],\n",
       "         [ 0.8951],\n",
       "         [ 1.0837],\n",
       "         [ 1.0051],\n",
       "         [ 1.0821],\n",
       "         [ 1.0969],\n",
       "         [ 1.0010],\n",
       "         [ 0.9802],\n",
       "         [ 0.9448],\n",
       "         [ 0.9771],\n",
       "         [ 0.7917],\n",
       "         [ 1.0751],\n",
       "         [ 0.8022],\n",
       "         [ 1.3160],\n",
       "         [ 1.0731],\n",
       "         [ 0.8908],\n",
       "         [ 1.0751],\n",
       "         [ 1.0660],\n",
       "         [ 1.4071],\n",
       "         [ 0.6840],\n",
       "         [ 1.0271],\n",
       "         [ 0.8771],\n",
       "         [ 1.1044],\n",
       "         [ 0.8924],\n",
       "         [ 0.7995],\n",
       "         [ 0.7733],\n",
       "         [ 0.9701],\n",
       "         [ 1.0359],\n",
       "         [ 1.0114],\n",
       "         [ 0.9592],\n",
       "         [ 1.3866],\n",
       "         [ 0.9409],\n",
       "         [ 0.8889],\n",
       "         [ 1.2661],\n",
       "         [ 1.4995],\n",
       "         [ 0.6394],\n",
       "         [ 0.9887],\n",
       "         [ 0.8306],\n",
       "         [ 0.8399],\n",
       "         [ 0.8291],\n",
       "         [ 0.7878],\n",
       "         [ 1.1102],\n",
       "         [ 0.6366],\n",
       "         [ 0.7201],\n",
       "         [ 0.8917],\n",
       "         [ 0.9393],\n",
       "         [ 1.0468],\n",
       "         [ 1.1692],\n",
       "         [ 1.0730],\n",
       "         [ 1.0898],\n",
       "         [ 0.7668],\n",
       "         [ 1.1112],\n",
       "         [ 0.8158],\n",
       "         [ 0.6255],\n",
       "         [ 0.7934],\n",
       "         [ 0.5853],\n",
       "         [ 0.7383],\n",
       "         [ 0.9143],\n",
       "         [ 0.4758],\n",
       "         [ 0.6254],\n",
       "         [ 1.0374],\n",
       "         [ 0.6554],\n",
       "         [ 0.7604],\n",
       "         [ 0.7272],\n",
       "         [ 0.5632],\n",
       "         [ 0.8538],\n",
       "         [ 0.8700],\n",
       "         [ 0.8066],\n",
       "         [ 0.6508],\n",
       "         [ 0.8623],\n",
       "         [ 0.3804],\n",
       "         [ 0.5813],\n",
       "         [ 0.8985],\n",
       "         [ 0.8515],\n",
       "         [ 0.8439],\n",
       "         [ 0.5175],\n",
       "         [ 0.6641],\n",
       "         [ 0.5376],\n",
       "         [ 0.5283],\n",
       "         [ 0.9446],\n",
       "         [ 0.5491],\n",
       "         [ 0.6775],\n",
       "         [ 0.8077],\n",
       "         [ 0.5298],\n",
       "         [ 0.7025],\n",
       "         [ 0.8142],\n",
       "         [ 0.5015],\n",
       "         [ 0.3442],\n",
       "         [ 0.4180],\n",
       "         [ 0.4004],\n",
       "         [ 0.1101],\n",
       "         [ 0.3811],\n",
       "         [ 0.5057],\n",
       "         [ 1.1261],\n",
       "         [ 0.4438],\n",
       "         [ 0.4133],\n",
       "         [ 0.3778],\n",
       "         [ 0.4093],\n",
       "         [ 0.7230],\n",
       "         [ 0.4229],\n",
       "         [ 0.4709],\n",
       "         [ 0.6121],\n",
       "         [ 0.5666],\n",
       "         [ 0.2639],\n",
       "         [ 0.7875],\n",
       "         [ 0.2540],\n",
       "         [ 0.4987],\n",
       "         [ 0.7638],\n",
       "         [ 0.5057],\n",
       "         [ 0.5902],\n",
       "         [-0.0034],\n",
       "         [ 0.3081],\n",
       "         [ 0.6859],\n",
       "         [ 0.2280],\n",
       "         [-0.2539],\n",
       "         [ 0.1829],\n",
       "         [ 0.3046],\n",
       "         [ 0.2855],\n",
       "         [ 0.2179],\n",
       "         [ 0.1770],\n",
       "         [ 0.4775],\n",
       "         [ 0.4397],\n",
       "         [ 0.2792],\n",
       "         [ 0.5984],\n",
       "         [ 0.4602],\n",
       "         [-0.0514],\n",
       "         [ 0.1209],\n",
       "         [ 0.1160],\n",
       "         [ 0.4367],\n",
       "         [ 0.2012],\n",
       "         [ 0.2924],\n",
       "         [ 0.6726],\n",
       "         [ 0.3393],\n",
       "         [ 0.1707],\n",
       "         [ 0.2985],\n",
       "         [ 0.0906],\n",
       "         [ 0.0128],\n",
       "         [ 0.7196],\n",
       "         [ 0.3842],\n",
       "         [ 0.0802],\n",
       "         [ 0.1867],\n",
       "         [ 0.1100],\n",
       "         [ 0.2797],\n",
       "         [ 0.3443],\n",
       "         [ 0.2322],\n",
       "         [ 0.4739],\n",
       "         [ 0.1597],\n",
       "         [-0.2869],\n",
       "         [ 0.0318],\n",
       "         [-0.0705],\n",
       "         [-0.1372],\n",
       "         [-0.0133],\n",
       "         [ 0.0217],\n",
       "         [ 0.1216],\n",
       "         [-0.2137],\n",
       "         [ 0.0109],\n",
       "         [-0.1117],\n",
       "         [-0.0728],\n",
       "         [-0.0107],\n",
       "         [ 0.0155],\n",
       "         [-0.2873],\n",
       "         [-0.0281],\n",
       "         [-0.0608],\n",
       "         [-0.1135],\n",
       "         [-0.1918],\n",
       "         [-0.3200],\n",
       "         [-0.3082],\n",
       "         [-0.2198],\n",
       "         [-0.3582],\n",
       "         [-0.1387],\n",
       "         [-0.0617],\n",
       "         [ 0.0572],\n",
       "         [-0.3204],\n",
       "         [-0.3413],\n",
       "         [-0.1313],\n",
       "         [-0.2880],\n",
       "         [ 0.1195],\n",
       "         [-0.4385],\n",
       "         [-0.1936],\n",
       "         [-0.4714],\n",
       "         [ 0.0402],\n",
       "         [-0.5862],\n",
       "         [-0.4468],\n",
       "         [-0.1584],\n",
       "         [-0.2768],\n",
       "         [-0.3253],\n",
       "         [-0.5764],\n",
       "         [-0.2094],\n",
       "         [-0.2644],\n",
       "         [-0.2928],\n",
       "         [-0.6654],\n",
       "         [-0.4541],\n",
       "         [-0.0687],\n",
       "         [-0.4394],\n",
       "         [-0.0194],\n",
       "         [-0.6542],\n",
       "         [-0.3600],\n",
       "         [-0.4586],\n",
       "         [-0.2994],\n",
       "         [-0.2670],\n",
       "         [-0.2328],\n",
       "         [-0.7883],\n",
       "         [-0.3032],\n",
       "         [-0.4659],\n",
       "         [-0.3963],\n",
       "         [-0.5177],\n",
       "         [-0.6770],\n",
       "         [-0.6760],\n",
       "         [-0.6857],\n",
       "         [-0.6154],\n",
       "         [-0.6162],\n",
       "         [-0.1797],\n",
       "         [-1.0693],\n",
       "         [-0.7608],\n",
       "         [-0.3480],\n",
       "         [-0.5098],\n",
       "         [-0.4602],\n",
       "         [-0.7910],\n",
       "         [-0.9615],\n",
       "         [-0.6684],\n",
       "         [-0.8513],\n",
       "         [-0.8524],\n",
       "         [-0.7449],\n",
       "         [-0.6702],\n",
       "         [-0.9938],\n",
       "         [-0.5904],\n",
       "         [-0.3734],\n",
       "         [-0.7846],\n",
       "         [-0.9438],\n",
       "         [-0.6344],\n",
       "         [-0.5429],\n",
       "         [-1.0458],\n",
       "         [-0.7170],\n",
       "         [-0.7122],\n",
       "         [-0.8017],\n",
       "         [-1.1290],\n",
       "         [-0.7431],\n",
       "         [-0.8925],\n",
       "         [-0.8915],\n",
       "         [-0.7381],\n",
       "         [-1.0879],\n",
       "         [-0.7531],\n",
       "         [-1.0473],\n",
       "         [-0.7493],\n",
       "         [-0.6685],\n",
       "         [-0.7970],\n",
       "         [-0.8571],\n",
       "         [-0.7694],\n",
       "         [-0.8720],\n",
       "         [-0.9370],\n",
       "         [-0.4423],\n",
       "         [-0.7953],\n",
       "         [-0.5998],\n",
       "         [-1.2399],\n",
       "         [-0.5371],\n",
       "         [-1.0637],\n",
       "         [-0.8096],\n",
       "         [-0.9095],\n",
       "         [-1.0001],\n",
       "         [-0.9439],\n",
       "         [-0.7109],\n",
       "         [-0.9295],\n",
       "         [-1.2713],\n",
       "         [-1.0867],\n",
       "         [-0.8323],\n",
       "         [-0.8079],\n",
       "         [-0.9372],\n",
       "         [-0.9011],\n",
       "         [-1.2633],\n",
       "         [-0.8803],\n",
       "         [-0.8210],\n",
       "         [-0.9804],\n",
       "         [-1.2512],\n",
       "         [-1.1542],\n",
       "         [-1.2562],\n",
       "         [-0.9859],\n",
       "         [-1.0120],\n",
       "         [-1.2776],\n",
       "         [-0.9651],\n",
       "         [-1.0961],\n",
       "         [-0.8730],\n",
       "         [-1.1166],\n",
       "         [-0.8038],\n",
       "         [-0.9461],\n",
       "         [-1.3801],\n",
       "         [-1.1593],\n",
       "         [-0.4263],\n",
       "         [-1.0078],\n",
       "         [-0.9421],\n",
       "         [-0.7866],\n",
       "         [-0.9131],\n",
       "         [-1.2079],\n",
       "         [-0.6988],\n",
       "         [-0.8878],\n",
       "         [-0.9046],\n",
       "         [-1.3181],\n",
       "         [-0.8883],\n",
       "         [-1.0163],\n",
       "         [-1.0061],\n",
       "         [-1.2976],\n",
       "         [-0.7611],\n",
       "         [-1.2838],\n",
       "         [-0.4677],\n",
       "         [-0.9689],\n",
       "         [-0.8461],\n",
       "         [-0.8031],\n",
       "         [-0.9660],\n",
       "         [-1.0980],\n",
       "         [-0.7510],\n",
       "         [-1.2145],\n",
       "         [-1.2689],\n",
       "         [-1.3938],\n",
       "         [-0.6052],\n",
       "         [-0.6331],\n",
       "         [-1.2808],\n",
       "         [-0.7644],\n",
       "         [-0.9531],\n",
       "         [-1.0544],\n",
       "         [-1.3282],\n",
       "         [-0.9708],\n",
       "         [-0.9721],\n",
       "         [-0.8967],\n",
       "         [-1.0184],\n",
       "         [-0.9259],\n",
       "         [-1.0154],\n",
       "         [-1.1110],\n",
       "         [-0.9346],\n",
       "         [-0.8885],\n",
       "         [-1.1647],\n",
       "         [-1.0693],\n",
       "         [-1.1462],\n",
       "         [-0.7944],\n",
       "         [-0.9337],\n",
       "         [-1.1056],\n",
       "         [-0.9417],\n",
       "         [-1.0017],\n",
       "         [-1.0628],\n",
       "         [-0.8219],\n",
       "         [-0.7292],\n",
       "         [-0.7644],\n",
       "         [-0.8333],\n",
       "         [-1.0100],\n",
       "         [-0.7066],\n",
       "         [-1.2600],\n",
       "         [-1.2900],\n",
       "         [-1.0120],\n",
       "         [-0.7428],\n",
       "         [-1.3304],\n",
       "         [-0.5030],\n",
       "         [-0.9792],\n",
       "         [-0.5849],\n",
       "         [-0.8672],\n",
       "         [-0.8600],\n",
       "         [-0.5477],\n",
       "         [-1.2178],\n",
       "         [-0.9847],\n",
       "         [-0.8479],\n",
       "         [-0.9465],\n",
       "         [-0.4680],\n",
       "         [-0.9665],\n",
       "         [-0.9349],\n",
       "         [-0.7674],\n",
       "         [-0.7882],\n",
       "         [-0.9712],\n",
       "         [-0.7552],\n",
       "         [-0.7097],\n",
       "         [-1.0424],\n",
       "         [-0.8097],\n",
       "         [-1.1770],\n",
       "         [-0.9106],\n",
       "         [-0.6248],\n",
       "         [-0.6469],\n",
       "         [-0.8074],\n",
       "         [-0.5287],\n",
       "         [-0.5808],\n",
       "         [-0.5378],\n",
       "         [-0.5132],\n",
       "         [-0.5582],\n",
       "         [-0.7105],\n",
       "         [-0.7431],\n",
       "         [-0.7334],\n",
       "         [-0.7997],\n",
       "         [-0.7189],\n",
       "         [-0.9856],\n",
       "         [-0.8139],\n",
       "         [-0.9008],\n",
       "         [-0.5441],\n",
       "         [-0.7412],\n",
       "         [-1.0057],\n",
       "         [-0.6334],\n",
       "         [-0.5263],\n",
       "         [-0.6190],\n",
       "         [-0.8627],\n",
       "         [-0.6311],\n",
       "         [-0.7856],\n",
       "         [-0.5170],\n",
       "         [-0.6229],\n",
       "         [-0.8744],\n",
       "         [-0.5294],\n",
       "         [-0.4310],\n",
       "         [-0.4955],\n",
       "         [-0.4752],\n",
       "         [-0.6923],\n",
       "         [-0.7290],\n",
       "         [-0.5509],\n",
       "         [-0.2905],\n",
       "         [-0.8792],\n",
       "         [-0.1071],\n",
       "         [-0.4756],\n",
       "         [-0.4426],\n",
       "         [-0.3052],\n",
       "         [-0.5015],\n",
       "         [-0.5273],\n",
       "         [-0.3099],\n",
       "         [-0.6081],\n",
       "         [-0.7421],\n",
       "         [-0.5483],\n",
       "         [-0.3538],\n",
       "         [-0.1062],\n",
       "         [-0.5179],\n",
       "         [-0.3676],\n",
       "         [-0.2324],\n",
       "         [-0.5970],\n",
       "         [-0.7419],\n",
       "         [-0.4241],\n",
       "         [-0.4226],\n",
       "         [-0.3568],\n",
       "         [-0.2161],\n",
       "         [-0.3595],\n",
       "         [-0.3223],\n",
       "         [-0.2452],\n",
       "         [-0.5419],\n",
       "         [-0.1658],\n",
       "         [-0.0061],\n",
       "         [-0.2934],\n",
       "         [-0.3465],\n",
       "         [-0.3913],\n",
       "         [-0.3810],\n",
       "         [ 0.0418],\n",
       "         [-0.3326],\n",
       "         [ 0.0940],\n",
       "         [-0.3049],\n",
       "         [-0.0855],\n",
       "         [-0.0634],\n",
       "         [-0.5057],\n",
       "         [ 0.1475],\n",
       "         [-0.3061],\n",
       "         [-0.4499],\n",
       "         [-0.0518],\n",
       "         [-0.1794],\n",
       "         [-0.3462],\n",
       "         [-0.2829],\n",
       "         [-0.2506],\n",
       "         [ 0.0955],\n",
       "         [-0.2802],\n",
       "         [ 0.2085],\n",
       "         [-0.0047],\n",
       "         [-0.3244],\n",
       "         [ 0.0242],\n",
       "         [ 0.0270],\n",
       "         [ 0.3846],\n",
       "         [-0.3034],\n",
       "         [-0.5010],\n",
       "         [ 0.2548],\n",
       "         [ 0.1085],\n",
       "         [-0.1077],\n",
       "         [-0.1236],\n",
       "         [-0.3177],\n",
       "         [-0.1079],\n",
       "         [-0.1260],\n",
       "         [ 0.0295],\n",
       "         [ 0.3642],\n",
       "         [ 0.0656],\n",
       "         [-0.0596],\n",
       "         [ 0.1546],\n",
       "         [ 0.1585],\n",
       "         [ 0.5675],\n",
       "         [-0.2302],\n",
       "         [ 0.2072],\n",
       "         [ 0.0930],\n",
       "         [ 0.0908],\n",
       "         [ 0.0981],\n",
       "         [ 0.3247],\n",
       "         [ 0.0123],\n",
       "         [-0.0652],\n",
       "         [ 0.2735],\n",
       "         [ 0.0149],\n",
       "         [ 0.1080],\n",
       "         [ 0.1009],\n",
       "         [ 0.2512],\n",
       "         [ 0.2814],\n",
       "         [ 0.0037],\n",
       "         [ 0.3329],\n",
       "         [ 0.6486],\n",
       "         [ 0.1423],\n",
       "         [ 0.3416],\n",
       "         [ 0.2767],\n",
       "         [ 0.7537],\n",
       "         [ 0.3339],\n",
       "         [ 0.0566],\n",
       "         [ 0.1957],\n",
       "         [ 0.0561],\n",
       "         [ 0.3117],\n",
       "         [ 0.1317],\n",
       "         [ 0.2240],\n",
       "         [ 0.3308],\n",
       "         [ 0.4029],\n",
       "         [ 0.3945],\n",
       "         [ 0.8097],\n",
       "         [-0.1985],\n",
       "         [ 0.2839],\n",
       "         [ 0.2322],\n",
       "         [ 0.5443],\n",
       "         [ 0.4153],\n",
       "         [ 0.9000],\n",
       "         [ 0.4428],\n",
       "         [ 0.5245],\n",
       "         [ 0.7300],\n",
       "         [-0.1055],\n",
       "         [ 0.4155],\n",
       "         [ 0.9995],\n",
       "         [ 0.4039],\n",
       "         [ 0.3494],\n",
       "         [ 0.4203],\n",
       "         [ 0.3845],\n",
       "         [ 0.6116],\n",
       "         [ 0.3753],\n",
       "         [ 0.3569],\n",
       "         [ 0.6556],\n",
       "         [ 0.6258],\n",
       "         [ 0.8973],\n",
       "         [ 0.5153],\n",
       "         [ 0.6650],\n",
       "         [ 0.3695],\n",
       "         [ 0.7006],\n",
       "         [ 0.7827],\n",
       "         [ 0.6260],\n",
       "         [ 0.6005],\n",
       "         [ 0.6567],\n",
       "         [ 0.7272],\n",
       "         [ 0.7440],\n",
       "         [ 1.0373],\n",
       "         [ 0.9453],\n",
       "         [ 0.8019],\n",
       "         [ 0.6907],\n",
       "         [ 0.8001],\n",
       "         [ 0.9263],\n",
       "         [ 0.6750],\n",
       "         [ 0.9332],\n",
       "         [ 0.6365],\n",
       "         [ 0.6838],\n",
       "         [ 0.3839],\n",
       "         [ 0.9634],\n",
       "         [ 0.6894],\n",
       "         [ 0.7167],\n",
       "         [ 0.7701],\n",
       "         [ 0.7282],\n",
       "         [ 0.8182],\n",
       "         [ 0.8242],\n",
       "         [ 0.5522],\n",
       "         [ 1.1063],\n",
       "         [ 0.8692],\n",
       "         [ 0.7333],\n",
       "         [ 0.6870],\n",
       "         [ 0.7589],\n",
       "         [ 0.8524],\n",
       "         [ 1.1237],\n",
       "         [ 0.9439],\n",
       "         [ 0.5987],\n",
       "         [ 0.9055],\n",
       "         [ 0.7144],\n",
       "         [ 1.2549],\n",
       "         [ 0.7873],\n",
       "         [ 0.3655],\n",
       "         [ 0.9489],\n",
       "         [ 0.9697],\n",
       "         [ 0.9442],\n",
       "         [ 0.7919],\n",
       "         [ 0.7716],\n",
       "         [ 0.9868],\n",
       "         [ 0.9027],\n",
       "         [ 0.9486],\n",
       "         [ 0.7439],\n",
       "         [ 1.2242],\n",
       "         [ 1.1313],\n",
       "         [ 1.0557],\n",
       "         [ 0.6495],\n",
       "         [ 0.7727],\n",
       "         [ 1.0015],\n",
       "         [ 0.8790],\n",
       "         [ 0.8011],\n",
       "         [ 1.2891],\n",
       "         [ 1.1241],\n",
       "         [ 0.8678],\n",
       "         [ 0.6453],\n",
       "         [ 0.9820],\n",
       "         [ 1.0839],\n",
       "         [ 1.2689],\n",
       "         [ 1.1376],\n",
       "         [ 0.7102],\n",
       "         [ 0.8441],\n",
       "         [ 1.2856],\n",
       "         [ 1.0645],\n",
       "         [ 1.1598],\n",
       "         [ 1.2522],\n",
       "         [ 1.0405],\n",
       "         [ 0.8250],\n",
       "         [ 1.1667],\n",
       "         [ 0.9703],\n",
       "         [ 1.1324],\n",
       "         [ 1.3060],\n",
       "         [ 1.0961],\n",
       "         [ 0.8279],\n",
       "         [ 0.7282],\n",
       "         [ 1.2323],\n",
       "         [ 0.9842],\n",
       "         [ 1.1360],\n",
       "         [ 0.9931],\n",
       "         [ 0.9860],\n",
       "         [ 0.9075],\n",
       "         [ 1.1052],\n",
       "         [ 0.8156],\n",
       "         [ 1.4402],\n",
       "         [ 1.1798],\n",
       "         [ 0.9640],\n",
       "         [ 1.2511],\n",
       "         [ 1.3046],\n",
       "         [ 1.2447],\n",
       "         [ 0.6780],\n",
       "         [ 1.0946],\n",
       "         [ 0.8772],\n",
       "         [ 0.9741],\n",
       "         [ 0.6064],\n",
       "         [ 0.7222],\n",
       "         [ 1.1219],\n",
       "         [ 1.0966],\n",
       "         [ 0.6868],\n",
       "         [ 0.7135],\n",
       "         [ 1.1585],\n",
       "         [ 1.2828],\n",
       "         [ 1.1013],\n",
       "         [ 0.9063],\n",
       "         [ 1.2595],\n",
       "         [ 0.7419],\n",
       "         [ 0.7053],\n",
       "         [ 1.3249],\n",
       "         [ 0.8903],\n",
       "         [ 1.0379],\n",
       "         [ 0.9564],\n",
       "         [ 1.0916],\n",
       "         [ 1.4525],\n",
       "         [ 1.0864],\n",
       "         [ 0.9463],\n",
       "         [ 1.1109],\n",
       "         [ 0.4557],\n",
       "         [ 0.9554],\n",
       "         [ 1.0167],\n",
       "         [ 1.0326],\n",
       "         [ 1.0149],\n",
       "         [ 1.2017],\n",
       "         [ 0.4756],\n",
       "         [ 0.8821],\n",
       "         [ 0.6410],\n",
       "         [ 1.2457],\n",
       "         [ 0.6603],\n",
       "         [ 1.0653],\n",
       "         [ 0.8062],\n",
       "         [ 1.0503],\n",
       "         [ 0.6816],\n",
       "         [ 0.8254],\n",
       "         [ 0.9321],\n",
       "         [ 0.7911],\n",
       "         [ 1.1118],\n",
       "         [ 0.9304],\n",
       "         [ 1.0529],\n",
       "         [ 0.6612],\n",
       "         [ 0.7685],\n",
       "         [ 0.7265],\n",
       "         [ 0.8547],\n",
       "         [ 0.9875],\n",
       "         [ 0.6497],\n",
       "         [ 1.1906],\n",
       "         [ 0.7338],\n",
       "         [ 1.1456],\n",
       "         [ 1.0498],\n",
       "         [ 0.6492],\n",
       "         [ 0.3264],\n",
       "         [ 0.8836],\n",
       "         [ 0.8747],\n",
       "         [ 0.7407],\n",
       "         [ 0.6615],\n",
       "         [ 0.8505],\n",
       "         [ 0.7148],\n",
       "         [ 1.1906],\n",
       "         [ 1.0268],\n",
       "         [ 0.8707],\n",
       "         [ 0.7821],\n",
       "         [ 0.6511],\n",
       "         [ 0.6781],\n",
       "         [ 0.4135],\n",
       "         [ 0.9152],\n",
       "         [ 0.6444],\n",
       "         [ 0.6294],\n",
       "         [ 0.7200],\n",
       "         [ 0.5359],\n",
       "         [ 0.5284],\n",
       "         [ 1.0240],\n",
       "         [ 0.2962],\n",
       "         [ 0.6525],\n",
       "         [ 0.6669],\n",
       "         [ 0.5731],\n",
       "         [ 0.9032],\n",
       "         [ 0.7772],\n",
       "         [ 0.4894],\n",
       "         [ 0.6894],\n",
       "         [ 0.4420],\n",
       "         [ 0.3898],\n",
       "         [ 0.8298],\n",
       "         [ 0.7482],\n",
       "         [ 0.7658],\n",
       "         [ 0.4002],\n",
       "         [ 0.5634],\n",
       "         [ 0.7140],\n",
       "         [ 0.3655],\n",
       "         [ 0.6275],\n",
       "         [ 0.7147],\n",
       "         [ 0.5785],\n",
       "         [ 0.8738],\n",
       "         [ 0.6555],\n",
       "         [ 0.6266],\n",
       "         [ 0.2618],\n",
       "         [ 0.5564],\n",
       "         [ 0.8615],\n",
       "         [ 0.7686],\n",
       "         [ 0.4065],\n",
       "         [ 0.4097],\n",
       "         [ 0.5362],\n",
       "         [ 0.7074],\n",
       "         [ 0.3295],\n",
       "         [ 0.4589],\n",
       "         [ 0.7642],\n",
       "         [ 0.5558],\n",
       "         [ 0.0809],\n",
       "         [ 0.2866],\n",
       "         [ 0.2849],\n",
       "         [ 0.2615],\n",
       "         [ 0.0539],\n",
       "         [ 0.3564],\n",
       "         [ 0.5509],\n",
       "         [ 0.6896],\n",
       "         [ 0.5078],\n",
       "         [ 0.0261],\n",
       "         [-0.0373],\n",
       "         [ 0.3470],\n",
       "         [ 0.1473],\n",
       "         [ 0.0900],\n",
       "         [ 0.7172],\n",
       "         [ 0.0096],\n",
       "         [ 0.5398],\n",
       "         [ 0.3581],\n",
       "         [ 0.3521],\n",
       "         [-0.0823],\n",
       "         [ 0.0692],\n",
       "         [ 0.0160],\n",
       "         [-0.0537],\n",
       "         [ 0.0838],\n",
       "         [-0.2359],\n",
       "         [-0.0970],\n",
       "         [ 0.1031],\n",
       "         [ 0.0104],\n",
       "         [ 0.2085],\n",
       "         [ 0.5127],\n",
       "         [ 0.2745],\n",
       "         [ 0.0790],\n",
       "         [ 0.2345],\n",
       "         [ 0.1465],\n",
       "         [-0.4652],\n",
       "         [-0.0526],\n",
       "         [ 0.0374],\n",
       "         [ 0.0816],\n",
       "         [ 0.0614],\n",
       "         [ 0.3361],\n",
       "         [ 0.2102],\n",
       "         [ 0.0394],\n",
       "         [ 0.1332],\n",
       "         [-0.0403],\n",
       "         [ 0.0800],\n",
       "         [-0.0922],\n",
       "         [-0.0558],\n",
       "         [-0.2963],\n",
       "         [-0.2160],\n",
       "         [ 0.0279],\n",
       "         [ 0.1065],\n",
       "         [ 0.0627],\n",
       "         [-0.0306],\n",
       "         [-0.1672],\n",
       "         [-0.1070],\n",
       "         [-0.1169],\n",
       "         [-0.1374],\n",
       "         [-0.3362],\n",
       "         [-0.1558],\n",
       "         [-0.1525],\n",
       "         [-0.1525],\n",
       "         [-0.4237],\n",
       "         [-0.1303],\n",
       "         [-0.3060],\n",
       "         [-0.1358],\n",
       "         [-0.2317],\n",
       "         [-0.3386],\n",
       "         [-0.6356],\n",
       "         [-0.3897],\n",
       "         [-0.4674],\n",
       "         [-0.6006],\n",
       "         [-0.4573],\n",
       "         [-0.5560],\n",
       "         [-0.1264],\n",
       "         [-0.2075],\n",
       "         [-0.4170],\n",
       "         [-0.1246],\n",
       "         [-0.9148],\n",
       "         [-0.1890],\n",
       "         [-0.3157],\n",
       "         [-0.1173],\n",
       "         [-0.5448],\n",
       "         [-0.4260],\n",
       "         [-0.3106],\n",
       "         [-0.3620],\n",
       "         [-0.2928],\n",
       "         [-0.6753],\n",
       "         [-0.3138],\n",
       "         [-0.4886],\n",
       "         [ 0.0382],\n",
       "         [-0.3107],\n",
       "         [-0.3732],\n",
       "         [-0.7251],\n",
       "         [-0.5459],\n",
       "         [-0.8246],\n",
       "         [-0.4134]]))"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 2
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-19T02:47:56.456327Z",
     "start_time": "2025-09-19T02:47:56.449943Z"
    }
   },
   "source": [
    "batch_size, n_train = 16, 600\n",
    "train_iter = d2l.load_array((features[:n_train], labels[:n_train]), batch_size=batch_size, is_train=True)\n",
    "train_iter"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<torch.utils.data.dataloader.DataLoader at 0x177adef20>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 3
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-19T02:47:56.498565Z",
     "start_time": "2025-09-19T02:47:56.493163Z"
    }
   },
   "source": [
    "def init_weights(m):\n",
    "    if m == nn.Linear:\n",
    "        nn.init.xavier_uniform_(m.weight)\n",
    "\n",
    "def get_net():\n",
    "    net = nn.Sequential(\n",
    "        nn.Linear(4, 10),\n",
    "        nn.ReLU(),\n",
    "        nn.Linear(10, 1)\n",
    "    )\n",
    "    net.apply(init_weights)\n",
    "    return net\n",
    "net = get_net()\n",
    "lr = 0.01\n",
    "loss = nn.MSELoss(reduction=\"none\")\n",
    "optimizer = torch.optim.Adam(net.parameters(), lr=lr)"
   ],
   "outputs": [],
   "execution_count": 4
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-19T02:47:56.620713Z",
     "start_time": "2025-09-19T02:47:56.537776Z"
    }
   },
   "source": [
    "def train(net, loss, optimizer, epochs):\n",
    "    for epoch in range(epochs):\n",
    "        for X, y in train_iter:\n",
    "            y_pred = net(X)\n",
    "            l = loss(y_pred, y)\n",
    "            optimizer.zero_grad()\n",
    "            l.sum().backward()\n",
    "            optimizer.step()\n",
    "        print(f'epoch {epoch + 1}, loss {d2l.evaluate_loss(net, train_iter, loss) :.4f}')\n",
    "\n",
    "train(net, loss, optimizer, 5)"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch 1, loss 0.0568\n",
      "epoch 2, loss 0.0515\n",
      "epoch 3, loss 0.0507\n",
      "epoch 4, loss 0.0568\n",
      "epoch 5, loss 0.0489\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/rdn/anaconda3/envs/study/lib/python3.10/site-packages/d2l/torch.py:3179: UserWarning: Converting a tensor with requires_grad=True to a scalar may lead to unexpected behavior.\n",
      "Consider using tensor.detach() first. (Triggered internally at /Users/runner/work/pytorch/pytorch/pytorch/torch/csrc/autograd/generated/python_variable_methods.cpp:837.)\n",
      "  self.data = [a + float(b) for a, b in zip(self.data, args)]\n"
     ]
    }
   ],
   "execution_count": 5
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-19T02:47:56.745022Z",
     "start_time": "2025-09-19T02:47:56.639841Z"
    }
   },
   "source": [
    "onestep_preds = net(features)\n",
    "d2l.plot([time, time[tau:]], [x.detach().numpy(), onestep_preds.detach().numpy()], 'time', 'x', legend=['data', 'one step pred'], xlim=[1, 1000], figsize=(6, 3))"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ],
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"406.885938pt\" height=\"211.07625pt\" viewBox=\"0 0 406.885938 211.07625\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n <metadata>\n  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2025-09-19T10:47:56.714116</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.7.2, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 211.07625 \nL 406.885938 211.07625 \nL 406.885938 0 \nL 0 0 \nz\n\" style=\"fill: #ffffff\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 52.160938 173.52 \nL 386.960938 173.52 \nL 386.960938 7.2 \nL 52.160938 7.2 \nz\n\" style=\"fill: #ffffff\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <path d=\"M 118.852829 173.52 \nL 118.852829 7.2 \n\" clip-path=\"url(#pe9baed26bb)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n     </g>\n     <g id=\"line2d_2\">\n      <defs>\n       <path id=\"mdbde926505\" d=\"M 0 0 \nL 0 3.5 \n\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </defs>\n      <g>\n       <use xlink:href=\"#mdbde926505\" x=\"118.852829\" y=\"173.52\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 200 -->\n      <g transform=\"translate(109.309079 188.118438) scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \nL 3431 531 \nL 3431 0 \nL 469 0 \nL 469 531 \nQ 828 903 1448 1529 \nQ 2069 2156 2228 2338 \nQ 2531 2678 2651 2914 \nQ 2772 3150 2772 3378 \nQ 2772 3750 2511 3984 \nQ 2250 4219 1831 4219 \nQ 1534 4219 1204 4116 \nQ 875 4013 500 3803 \nL 500 4441 \nQ 881 4594 1212 4672 \nQ 1544 4750 1819 4750 \nQ 2544 4750 2975 4387 \nQ 3406 4025 3406 3419 \nQ 3406 3131 3298 2873 \nQ 3191 2616 2906 2266 \nQ 2828 2175 2409 1742 \nQ 1991 1309 1228 531 \nz\n\" transform=\"scale(0.015625)\"/>\n        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \nQ 1547 4250 1301 3770 \nQ 1056 3291 1056 2328 \nQ 1056 1369 1301 889 \nQ 1547 409 2034 409 \nQ 2525 409 2770 889 \nQ 3016 1369 3016 2328 \nQ 3016 3291 2770 3770 \nQ 2525 4250 2034 4250 \nz\nM 2034 4750 \nQ 2819 4750 3233 4129 \nQ 3647 3509 3647 2328 \nQ 3647 1150 3233 529 \nQ 2819 -91 2034 -91 \nQ 1250 -91 836 529 \nQ 422 1150 422 2328 \nQ 422 3509 836 4129 \nQ 1250 4750 2034 4750 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_3\">\n      <path d=\"M 185.879856 173.52 \nL 185.879856 7.2 \n\" clip-path=\"url(#pe9baed26bb)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n     </g>\n     <g id=\"line2d_4\">\n      <g>\n       <use xlink:href=\"#mdbde926505\" x=\"185.879856\" y=\"173.52\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 400 -->\n      <g transform=\"translate(176.336106 188.118438) scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \nL 825 1625 \nL 2419 1625 \nL 2419 4116 \nz\nM 2253 4666 \nL 3047 4666 \nL 3047 1625 \nL 3713 1625 \nL 3713 1100 \nL 3047 1100 \nL 3047 0 \nL 2419 0 \nL 2419 1100 \nL 313 1100 \nL 313 1709 \nL 2253 4666 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-34\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_5\">\n      <path d=\"M 252.906883 173.52 \nL 252.906883 7.2 \n\" clip-path=\"url(#pe9baed26bb)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n     </g>\n     <g id=\"line2d_6\">\n      <g>\n       <use xlink:href=\"#mdbde926505\" x=\"252.906883\" y=\"173.52\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 600 -->\n      <g transform=\"translate(243.363133 188.118438) scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \nQ 1688 2584 1439 2293 \nQ 1191 2003 1191 1497 \nQ 1191 994 1439 701 \nQ 1688 409 2113 409 \nQ 2538 409 2786 701 \nQ 3034 994 3034 1497 \nQ 3034 2003 2786 2293 \nQ 2538 2584 2113 2584 \nz\nM 3366 4563 \nL 3366 3988 \nQ 3128 4100 2886 4159 \nQ 2644 4219 2406 4219 \nQ 1781 4219 1451 3797 \nQ 1122 3375 1075 2522 \nQ 1259 2794 1537 2939 \nQ 1816 3084 2150 3084 \nQ 2853 3084 3261 2657 \nQ 3669 2231 3669 1497 \nQ 3669 778 3244 343 \nQ 2819 -91 2113 -91 \nQ 1303 -91 875 529 \nQ 447 1150 447 2328 \nQ 447 3434 972 4092 \nQ 1497 4750 2381 4750 \nQ 2619 4750 2861 4703 \nQ 3103 4656 3366 4563 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-36\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_7\">\n      <path d=\"M 319.93391 173.52 \nL 319.93391 7.2 \n\" clip-path=\"url(#pe9baed26bb)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n     </g>\n     <g id=\"line2d_8\">\n      <g>\n       <use xlink:href=\"#mdbde926505\" x=\"319.93391\" y=\"173.52\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 800 -->\n      <g transform=\"translate(310.39016 188.118438) scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-38\" d=\"M 2034 2216 \nQ 1584 2216 1326 1975 \nQ 1069 1734 1069 1313 \nQ 1069 891 1326 650 \nQ 1584 409 2034 409 \nQ 2484 409 2743 651 \nQ 3003 894 3003 1313 \nQ 3003 1734 2745 1975 \nQ 2488 2216 2034 2216 \nz\nM 1403 2484 \nQ 997 2584 770 2862 \nQ 544 3141 544 3541 \nQ 544 4100 942 4425 \nQ 1341 4750 2034 4750 \nQ 2731 4750 3128 4425 \nQ 3525 4100 3525 3541 \nQ 3525 3141 3298 2862 \nQ 3072 2584 2669 2484 \nQ 3125 2378 3379 2068 \nQ 3634 1759 3634 1313 \nQ 3634 634 3220 271 \nQ 2806 -91 2034 -91 \nQ 1263 -91 848 271 \nQ 434 634 434 1313 \nQ 434 1759 690 2068 \nQ 947 2378 1403 2484 \nz\nM 1172 3481 \nQ 1172 3119 1398 2916 \nQ 1625 2713 2034 2713 \nQ 2441 2713 2670 2916 \nQ 2900 3119 2900 3481 \nQ 2900 3844 2670 4047 \nQ 2441 4250 2034 4250 \nQ 1625 4250 1398 4047 \nQ 1172 3844 1172 3481 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-38\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_9\">\n      <path d=\"M 386.960938 173.52 \nL 386.960938 7.2 \n\" clip-path=\"url(#pe9baed26bb)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n     </g>\n     <g id=\"line2d_10\">\n      <g>\n       <use xlink:href=\"#mdbde926505\" x=\"386.960938\" y=\"173.52\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 1000 -->\n      <g transform=\"translate(374.235937 188.118438) scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-31\" d=\"M 794 531 \nL 1825 531 \nL 1825 4091 \nL 703 3866 \nL 703 4441 \nL 1819 4666 \nL 2450 4666 \nL 2450 531 \nL 3481 531 \nL 3481 0 \nL 794 0 \nL 794 531 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_6\">\n     <!-- time -->\n     <g transform=\"translate(208.264844 201.796563) scale(0.1 -0.1)\">\n      <defs>\n       <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \nL 1172 3500 \nL 2356 3500 \nL 2356 3053 \nL 1172 3053 \nL 1172 1153 \nQ 1172 725 1289 603 \nQ 1406 481 1766 481 \nL 2356 481 \nL 2356 0 \nL 1766 0 \nQ 1100 0 847 248 \nQ 594 497 594 1153 \nL 594 3053 \nL 172 3053 \nL 172 3500 \nL 594 3500 \nL 594 4494 \nL 1172 4494 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-69\" d=\"M 603 3500 \nL 1178 3500 \nL 1178 0 \nL 603 0 \nL 603 3500 \nz\nM 603 4863 \nL 1178 4863 \nL 1178 4134 \nL 603 4134 \nL 603 4863 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-6d\" d=\"M 3328 2828 \nQ 3544 3216 3844 3400 \nQ 4144 3584 4550 3584 \nQ 5097 3584 5394 3201 \nQ 5691 2819 5691 2113 \nL 5691 0 \nL 5113 0 \nL 5113 2094 \nQ 5113 2597 4934 2840 \nQ 4756 3084 4391 3084 \nQ 3944 3084 3684 2787 \nQ 3425 2491 3425 1978 \nL 3425 0 \nL 2847 0 \nL 2847 2094 \nQ 2847 2600 2669 2842 \nQ 2491 3084 2119 3084 \nQ 1678 3084 1418 2786 \nQ 1159 2488 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1356 3278 1631 3431 \nQ 1906 3584 2284 3584 \nQ 2666 3584 2933 3390 \nQ 3200 3197 3328 2828 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \nL 3597 1613 \nL 953 1613 \nQ 991 1019 1311 708 \nQ 1631 397 2203 397 \nQ 2534 397 2845 478 \nQ 3156 559 3463 722 \nL 3463 178 \nQ 3153 47 2828 -22 \nQ 2503 -91 2169 -91 \nQ 1331 -91 842 396 \nQ 353 884 353 1716 \nQ 353 2575 817 3079 \nQ 1281 3584 2069 3584 \nQ 2775 3584 3186 3129 \nQ 3597 2675 3597 1894 \nz\nM 3022 2063 \nQ 3016 2534 2758 2815 \nQ 2500 3097 2075 3097 \nQ 1594 3097 1305 2825 \nQ 1016 2553 972 2059 \nL 3022 2063 \nz\n\" transform=\"scale(0.015625)\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-74\"/>\n      <use xlink:href=\"#DejaVuSans-69\" x=\"39.208984\"/>\n      <use xlink:href=\"#DejaVuSans-6d\" x=\"66.992188\"/>\n      <use xlink:href=\"#DejaVuSans-65\" x=\"164.404297\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_11\">\n      <path d=\"M 52.160938 171.5108 \nL 386.960938 171.5108 \n\" clip-path=\"url(#pe9baed26bb)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n     </g>\n     <g id=\"line2d_12\">\n      <defs>\n       <path id=\"m21326c1088\" d=\"M 0 0 \nL -3.5 0 \n\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </defs>\n      <g>\n       <use xlink:href=\"#m21326c1088\" x=\"52.160938\" y=\"171.5108\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- −1.5 -->\n      <g transform=\"translate(20.878125 175.310018) scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-2212\" d=\"M 678 2272 \nL 4684 2272 \nL 4684 1741 \nL 678 1741 \nL 678 2272 \nz\n\" transform=\"scale(0.015625)\"/>\n        <path id=\"DejaVuSans-2e\" d=\"M 684 794 \nL 1344 794 \nL 1344 0 \nL 684 0 \nL 684 794 \nz\n\" transform=\"scale(0.015625)\"/>\n        <path id=\"DejaVuSans-35\" d=\"M 691 4666 \nL 3169 4666 \nL 3169 4134 \nL 1269 4134 \nL 1269 2991 \nQ 1406 3038 1543 3061 \nQ 1681 3084 1819 3084 \nQ 2600 3084 3056 2656 \nQ 3513 2228 3513 1497 \nQ 3513 744 3044 326 \nQ 2575 -91 1722 -91 \nQ 1428 -91 1123 -41 \nQ 819 9 494 109 \nL 494 744 \nQ 775 591 1075 516 \nQ 1375 441 1709 441 \nQ 2250 441 2565 725 \nQ 2881 1009 2881 1497 \nQ 2881 1984 2565 2268 \nQ 2250 2553 1709 2553 \nQ 1456 2553 1204 2497 \nQ 953 2441 691 2322 \nL 691 4666 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-2212\"/>\n       <use xlink:href=\"#DejaVuSans-31\" x=\"83.789062\"/>\n       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n       <use xlink:href=\"#DejaVuSans-35\" x=\"179.199219\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_13\">\n      <path d=\"M 52.160938 145.38131 \nL 386.960938 145.38131 \n\" clip-path=\"url(#pe9baed26bb)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n     </g>\n     <g id=\"line2d_14\">\n      <g>\n       <use xlink:href=\"#m21326c1088\" x=\"52.160938\" y=\"145.38131\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- −1.0 -->\n      <g transform=\"translate(20.878125 149.180528) scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-2212\"/>\n       <use xlink:href=\"#DejaVuSans-31\" x=\"83.789062\"/>\n       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"179.199219\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_15\">\n      <path d=\"M 52.160938 119.25182 \nL 386.960938 119.25182 \n\" clip-path=\"url(#pe9baed26bb)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n     </g>\n     <g id=\"line2d_16\">\n      <g>\n       <use xlink:href=\"#m21326c1088\" x=\"52.160938\" y=\"119.25182\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- −0.5 -->\n      <g transform=\"translate(20.878125 123.051039) scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-2212\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n       <use xlink:href=\"#DejaVuSans-35\" x=\"179.199219\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_17\">\n      <path d=\"M 52.160938 93.12233 \nL 386.960938 93.12233 \n\" clip-path=\"url(#pe9baed26bb)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n     </g>\n     <g id=\"line2d_18\">\n      <g>\n       <use xlink:href=\"#m21326c1088\" x=\"52.160938\" y=\"93.12233\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 0.0 -->\n      <g transform=\"translate(29.257812 96.921549) scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_19\">\n      <path d=\"M 52.160938 66.99284 \nL 386.960938 66.99284 \n\" clip-path=\"url(#pe9baed26bb)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n     </g>\n     <g id=\"line2d_20\">\n      <g>\n       <use xlink:href=\"#m21326c1088\" x=\"52.160938\" y=\"66.99284\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 0.5 -->\n      <g transform=\"translate(29.257812 70.792059) scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-35\" x=\"95.410156\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_21\">\n      <path d=\"M 52.160938 40.86335 \nL 386.960938 40.86335 \n\" clip-path=\"url(#pe9baed26bb)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n     </g>\n     <g id=\"line2d_22\">\n      <g>\n       <use xlink:href=\"#m21326c1088\" x=\"52.160938\" y=\"40.86335\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 1.0 -->\n      <g transform=\"translate(29.257812 44.662569) scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_23\">\n      <path d=\"M 52.160938 14.73386 \nL 386.960938 14.73386 \n\" clip-path=\"url(#pe9baed26bb)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n     </g>\n     <g id=\"line2d_24\">\n      <g>\n       <use xlink:href=\"#m21326c1088\" x=\"52.160938\" y=\"14.73386\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 1.5 -->\n      <g transform=\"translate(29.257812 18.533079) scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-35\" x=\"95.410156\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_14\">\n     <!-- x -->\n     <g transform=\"translate(14.798438 93.319375) rotate(-90) scale(0.1 -0.1)\">\n      <defs>\n       <path id=\"DejaVuSans-78\" d=\"M 3513 3500 \nL 2247 1797 \nL 3578 0 \nL 2900 0 \nL 1881 1375 \nL 863 0 \nL 184 0 \nL 1544 1831 \nL 300 3500 \nL 978 3500 \nL 1906 2253 \nL 2834 3500 \nL 3513 3500 \nz\n\" transform=\"scale(0.015625)\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-78\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_25\">\n    <path d=\"M 52.160938 77.8767 \nL 52.496073 69.198337 \nL 52.831208 81.021984 \nL 53.166343 84.215227 \nL 53.501478 115.907584 \nL 53.836613 72.281636 \nL 54.171748 73.12672 \nL 54.842019 90.537308 \nL 55.512289 72.213263 \nL 55.847424 102.967406 \nL 56.182559 88.15221 \nL 56.517694 91.137021 \nL 56.852829 88.667265 \nL 57.187965 89.647276 \nL 57.5231 67.676194 \nL 57.858235 81.485769 \nL 58.19337 70.227407 \nL 58.528505 71.373299 \nL 58.86364 99.610881 \nL 59.198775 82.925816 \nL 59.53391 86.495689 \nL 59.869046 69.928307 \nL 60.204181 76.897596 \nL 60.539316 89.215963 \nL 60.874451 78.100758 \nL 61.209586 76.388089 \nL 61.544721 79.009042 \nL 62.214992 67.825465 \nL 62.550127 67.600763 \nL 62.885262 95.722066 \nL 63.220397 72.607515 \nL 63.555532 63.141997 \nL 63.890667 65.683707 \nL 64.225802 63.876825 \nL 64.560938 95.293953 \nL 64.896073 58.6896 \nL 65.231208 70.369178 \nL 65.566343 72.512871 \nL 65.901478 81.937376 \nL 66.236613 99.284278 \nL 66.571748 85.372024 \nL 67.242019 66.637871 \nL 67.577154 79.78446 \nL 67.912289 78.220059 \nL 68.247424 66.468643 \nL 68.582559 88.846258 \nL 68.917694 66.547475 \nL 69.252829 67.751311 \nL 69.587965 70.548987 \nL 69.9231 68.805761 \nL 70.258235 60.237582 \nL 70.59337 79.710438 \nL 70.928505 72.753464 \nL 71.26364 57.649181 \nL 71.598775 65.192481 \nL 71.93391 43.119649 \nL 72.269046 70.804447 \nL 72.604181 67.938124 \nL 72.939316 60.616831 \nL 73.274451 80.59791 \nL 73.609586 71.000965 \nL 73.944721 65.711821 \nL 74.279856 74.169232 \nL 74.614992 66.003882 \nL 74.950127 52.824628 \nL 75.285262 58.493839 \nL 75.620397 43.39245 \nL 75.955532 65.236204 \nL 76.290667 62.215735 \nL 76.625802 51.664669 \nL 76.960938 52.437816 \nL 77.296073 67.057006 \nL 77.631208 47.07931 \nL 77.966343 55.8959 \nL 78.301478 56.449694 \nL 78.636613 52.30082 \nL 78.971748 84.163337 \nL 79.306883 45.040448 \nL 80.647424 69.279187 \nL 80.982559 61.662739 \nL 81.317694 69.907626 \nL 81.652829 58.016316 \nL 81.987965 54.331587 \nL 82.3231 59.931854 \nL 82.658235 60.973933 \nL 82.99337 52.360726 \nL 83.328505 37.881072 \nL 83.66364 62.267857 \nL 83.998775 65.426586 \nL 84.33391 27.625212 \nL 85.004181 50.195097 \nL 85.339316 45.572161 \nL 85.674451 52.089529 \nL 86.009586 38.850292 \nL 86.679856 56.973552 \nL 87.014992 45.160987 \nL 87.350127 39.088767 \nL 87.685262 28.705122 \nL 88.020397 28.744182 \nL 88.355532 47.207145 \nL 88.690667 39.436213 \nL 89.025802 61.550413 \nL 89.360938 43.394509 \nL 89.696073 34.27096 \nL 90.031208 65.985136 \nL 90.366343 60.245834 \nL 90.701478 31.332091 \nL 91.036613 46.916819 \nL 91.371748 24.693495 \nL 91.706883 52.746214 \nL 92.042019 42.537073 \nL 92.377154 45.204836 \nL 92.712289 42.386871 \nL 93.047424 44.620027 \nL 93.382559 36.021447 \nL 93.717694 39.368352 \nL 94.052829 44.663613 \nL 94.387965 45.281677 \nL 94.7231 56.672321 \nL 95.058235 47.266034 \nL 95.39337 44.347989 \nL 95.728505 59.673008 \nL 96.06364 46.639903 \nL 96.398775 40.377578 \nL 97.069046 56.096305 \nL 97.404181 26.145284 \nL 98.074451 56.103501 \nL 98.409586 38.927117 \nL 98.744721 37.16503 \nL 99.079856 51.468475 \nL 99.414992 42.699502 \nL 99.750127 47.733522 \nL 100.085262 32.012885 \nL 100.420397 33.952009 \nL 100.755532 43.778225 \nL 101.090667 28.083816 \nL 101.425802 37.807013 \nL 102.096073 65.68418 \nL 102.431208 36.452147 \nL 102.766343 42.012332 \nL 103.101478 58.877063 \nL 103.436613 41.417795 \nL 103.771748 61.612966 \nL 104.106883 23.995613 \nL 104.442019 55.28868 \nL 104.777154 32.242533 \nL 105.112289 36.92268 \nL 105.447424 37.549811 \nL 105.782559 49.962855 \nL 106.117694 47.231279 \nL 106.452829 30.24617 \nL 106.787965 46.343747 \nL 107.1231 36.48742 \nL 107.458235 40.594474 \nL 107.79337 36.572961 \nL 108.128505 35.801835 \nL 108.46364 40.809325 \nL 108.798775 41.896552 \nL 109.13391 43.747057 \nL 109.469046 42.05832 \nL 109.804181 51.747226 \nL 110.139316 36.937052 \nL 110.474451 51.200848 \nL 110.809586 24.348716 \nL 111.479856 46.570513 \nL 111.814992 36.936373 \nL 112.150127 37.412022 \nL 112.485262 19.586335 \nL 112.820397 57.37458 \nL 113.155532 39.447719 \nL 113.490667 47.28682 \nL 113.825802 35.409255 \nL 114.160938 46.488732 \nL 114.496073 51.343537 \nL 114.831208 52.708156 \nL 115.166343 42.425766 \nL 115.501478 38.985789 \nL 115.836613 40.268203 \nL 116.171748 42.996023 \nL 116.506883 20.65842 \nL 116.842019 43.952116 \nL 117.177154 46.670887 \nL 117.512289 26.958491 \nL 117.847424 14.76 \nL 118.182559 59.709981 \nL 118.517694 41.452295 \nL 118.852829 49.714322 \nL 119.187965 49.232298 \nL 119.5231 49.791973 \nL 119.858235 51.953726 \nL 120.19337 35.102184 \nL 120.528505 59.854147 \nL 120.86364 55.490745 \nL 121.198775 46.52545 \nL 121.53391 44.03609 \nL 122.204181 32.021102 \nL 122.539316 37.047008 \nL 122.874451 36.171478 \nL 123.209586 53.049986 \nL 123.544721 35.052421 \nL 123.879856 50.490815 \nL 124.214992 60.436346 \nL 124.550127 51.660134 \nL 124.885262 62.537748 \nL 125.555532 45.343476 \nL 125.890667 68.256328 \nL 126.225802 60.442152 \nL 126.560938 38.911063 \nL 126.896073 58.870584 \nL 127.231208 53.382904 \nL 127.566343 55.119461 \nL 127.901478 63.689942 \nL 128.236613 48.501015 \nL 128.571748 47.65521 \nL 128.906883 50.972453 \nL 129.242019 59.112049 \nL 129.577154 48.061565 \nL 129.912289 73.245398 \nL 130.247424 62.741729 \nL 130.582559 46.169242 \nL 130.917694 48.62443 \nL 131.252829 49.021502 \nL 131.587965 66.077492 \nL 131.9231 58.41964 \nL 132.258235 65.028112 \nL 132.59337 65.511525 \nL 132.928505 43.758006 \nL 133.26364 64.429373 \nL 133.93391 50.911769 \nL 134.269046 65.434432 \nL 134.604181 56.410684 \nL 134.939316 50.573181 \nL 135.274451 66.912345 \nL 135.609586 75.136163 \nL 135.944721 71.280011 \nL 136.279856 72.199383 \nL 136.614992 87.368568 \nL 136.950127 73.203959 \nL 137.285262 66.696587 \nL 137.620397 34.272106 \nL 137.955532 69.93173 \nL 138.625802 73.378682 \nL 138.960938 71.733925 \nL 139.296073 55.338459 \nL 139.631208 71.024257 \nL 139.966343 68.512885 \nL 140.301478 61.133094 \nL 140.636613 63.510154 \nL 140.971748 79.329566 \nL 141.306883 51.966606 \nL 141.642019 79.850199 \nL 142.312289 53.206384 \nL 142.647424 66.694815 \nL 142.982559 62.280942 \nL 143.317694 93.302482 \nL 143.987965 57.280364 \nL 144.658235 106.392825 \nL 144.99337 83.562232 \nL 145.328505 77.203731 \nL 145.66364 78.201907 \nL 145.998775 81.735366 \nL 146.33391 83.872191 \nL 146.669046 68.166789 \nL 147.004181 70.145673 \nL 147.339316 78.530502 \nL 147.674451 61.848962 \nL 148.009586 69.071121 \nL 148.344721 95.808404 \nL 148.679856 86.802496 \nL 149.014992 87.060967 \nL 149.350127 70.299569 \nL 149.685262 82.606164 \nL 150.020397 77.844112 \nL 150.355532 57.971468 \nL 150.690667 75.393264 \nL 151.025802 84.201909 \nL 151.360938 77.521742 \nL 151.696073 88.386763 \nL 152.031208 92.455873 \nL 152.366343 55.518514 \nL 153.036613 88.931483 \nL 153.371748 83.365133 \nL 153.706883 87.374109 \nL 154.042019 78.507237 \nL 154.377154 75.127801 \nL 154.712289 80.988129 \nL 155.047424 68.356164 \nL 155.382559 84.775898 \nL 155.717694 108.115659 \nL 156.052829 91.458252 \nL 156.387965 96.804607 \nL 156.7231 100.294139 \nL 157.058235 93.816855 \nL 157.39337 91.9888 \nL 157.728505 86.765638 \nL 158.06364 104.28855 \nL 158.398775 92.554639 \nL 158.73391 98.959568 \nL 159.069046 96.92582 \nL 159.404181 93.680983 \nL 159.739316 92.310104 \nL 160.074451 108.135931 \nL 160.409586 94.591139 \nL 160.744721 96.299071 \nL 161.079856 99.052932 \nL 161.414992 103.144252 \nL 161.750127 109.847355 \nL 162.085262 109.2267 \nL 162.420397 104.610707 \nL 162.755532 111.839149 \nL 163.090667 100.370696 \nL 163.425802 96.346059 \nL 163.760938 90.135142 \nL 164.096073 109.866468 \nL 164.431208 110.959188 \nL 164.766343 99.982601 \nL 165.101478 108.170327 \nL 165.436613 86.875343 \nL 165.771748 116.03996 \nL 166.106883 103.23874 \nL 166.442019 117.755607 \nL 166.777154 91.021916 \nL 167.112289 123.755298 \nL 167.447424 116.471041 \nL 167.782559 101.402388 \nL 168.117694 107.590221 \nL 168.452829 110.122329 \nL 168.787965 123.244614 \nL 169.1231 104.066205 \nL 169.458235 106.941325 \nL 169.79337 108.425664 \nL 170.128505 127.89332 \nL 170.46364 116.854949 \nL 170.798775 96.711443 \nL 171.13391 116.0869 \nL 171.469046 94.133595 \nL 171.804181 127.309713 \nL 172.139316 111.937929 \nL 172.474451 117.085748 \nL 172.809586 108.769242 \nL 173.479856 105.285845 \nL 173.814992 134.318061 \nL 174.150127 108.96482 \nL 174.485262 117.467932 \nL 174.820397 113.834437 \nL 175.490667 128.502478 \nL 175.825802 128.447481 \nL 176.160938 128.954537 \nL 176.496073 125.281772 \nL 176.831208 125.325492 \nL 177.166343 102.511154 \nL 177.501478 149.004991 \nL 177.836613 132.87919 \nL 178.171748 111.307355 \nL 178.506883 119.761856 \nL 178.842019 117.171617 \nL 179.177154 134.460657 \nL 179.512289 143.369958 \nL 179.847424 128.049836 \nL 180.182559 137.61053 \nL 180.517694 137.669426 \nL 181.187965 128.147388 \nL 181.5231 145.057774 \nL 181.858235 123.975918 \nL 182.19337 112.633565 \nL 182.528505 134.123792 \nL 182.86364 142.44226 \nL 183.198775 126.272904 \nL 183.53391 121.495594 \nL 183.869046 147.777155 \nL 184.204181 130.590645 \nL 184.539316 130.33882 \nL 184.874451 135.019528 \nL 185.209586 152.123332 \nL 185.544721 131.956709 \nL 185.879856 139.763852 \nL 186.214992 139.711762 \nL 186.550127 131.696009 \nL 186.885262 149.975636 \nL 187.220397 132.480351 \nL 187.555532 147.852803 \nL 187.890667 132.280516 \nL 188.225802 128.057854 \nL 188.560938 134.773914 \nL 188.896073 137.91106 \nL 189.231208 133.331872 \nL 189.566343 138.689698 \nL 189.901478 142.090466 \nL 190.236613 116.239066 \nL 190.571748 134.684221 \nL 190.906883 124.468817 \nL 191.242019 157.916258 \nL 191.577154 121.188931 \nL 191.912289 148.709395 \nL 192.247424 135.429203 \nL 192.917694 145.387216 \nL 193.252829 142.450247 \nL 193.587965 130.271791 \nL 193.9231 141.697954 \nL 194.258235 159.560384 \nL 194.59337 149.912934 \nL 194.928505 136.616355 \nL 195.26364 135.344279 \nL 195.598775 142.097294 \nL 195.93391 140.214014 \nL 196.269046 159.143569 \nL 196.604181 139.124274 \nL 196.939316 136.027661 \nL 197.274451 144.355113 \nL 197.609586 158.50958 \nL 197.944721 153.441455 \nL 198.279856 158.768326 \nL 198.614992 144.642669 \nL 198.950127 146.008272 \nL 199.285262 159.890473 \nL 199.620397 143.554861 \nL 199.955532 150.403097 \nL 200.290667 138.743919 \nL 200.625802 151.477132 \nL 200.960938 135.126032 \nL 201.296073 142.566102 \nL 201.631208 165.244911 \nL 201.966343 153.705385 \nL 202.301478 115.401438 \nL 202.636613 145.790524 \nL 202.971748 142.354723 \nL 203.306883 134.227184 \nL 203.642019 140.839843 \nL 203.977154 156.244422 \nL 204.312289 129.641545 \nL 204.647424 139.518957 \nL 204.982559 140.39497 \nL 205.317694 162.006784 \nL 205.652829 139.542807 \nL 205.987965 146.234525 \nL 206.3231 145.701706 \nL 206.658235 160.93364 \nL 206.99337 132.89843 \nL 207.328505 160.212608 \nL 207.66364 117.564568 \nL 207.998775 143.757895 \nL 208.33391 137.340327 \nL 208.669046 135.09146 \nL 209.339316 150.502761 \nL 209.674451 132.367188 \nL 210.009586 156.590734 \nL 210.344721 159.434667 \nL 210.679856 165.96 \nL 211.014992 124.750832 \nL 211.350127 126.208189 \nL 211.685262 160.053388 \nL 212.020397 133.07035 \nL 212.355532 142.930409 \nL 212.690667 148.225935 \nL 213.025802 162.531497 \nL 213.360938 143.853936 \nL 213.696073 143.923899 \nL 214.031208 139.985376 \nL 214.366343 146.341913 \nL 214.701478 141.506648 \nL 215.371748 151.183879 \nL 215.706883 141.964052 \nL 216.042019 139.555538 \nL 216.377154 153.986658 \nL 216.712289 149.002418 \nL 217.047424 153.023632 \nL 217.382559 134.63818 \nL 218.052829 150.898924 \nL 218.387965 142.33651 \nL 219.058235 148.663207 \nL 219.39337 136.073011 \nL 219.728505 131.229111 \nL 220.06364 133.068082 \nL 220.398775 136.669737 \nL 220.73391 145.904703 \nL 221.069046 130.046738 \nL 221.404181 158.969012 \nL 221.739316 160.534244 \nL 222.409586 131.942443 \nL 222.744721 162.648748 \nL 223.079856 119.407455 \nL 223.414992 144.295818 \nL 223.750127 123.69006 \nL 224.085262 138.443358 \nL 224.420397 138.063708 \nL 224.755532 121.745192 \nL 225.090667 156.761498 \nL 225.425802 144.57963 \nL 225.760938 137.432827 \nL 226.096073 142.585912 \nL 226.431208 117.58109 \nL 226.766343 143.62821 \nL 227.101478 141.981452 \nL 227.436613 133.224521 \nL 227.771748 134.311703 \nL 228.106883 143.876771 \nL 228.442019 132.59087 \nL 228.777154 130.212733 \nL 229.112289 147.598224 \nL 229.447424 135.438404 \nL 229.782559 154.633531 \nL 230.452829 125.7751 \nL 230.787965 126.927409 \nL 231.1231 135.314261 \nL 231.458235 120.753325 \nL 231.79337 123.476283 \nL 232.128505 121.229618 \nL 232.46364 119.940831 \nL 232.798775 122.292174 \nL 233.13391 130.254217 \nL 233.469046 131.956756 \nL 233.804181 131.448352 \nL 234.139316 134.912897 \nL 234.474451 130.690941 \nL 234.809586 144.630493 \nL 235.144721 135.655695 \nL 235.479856 140.19587 \nL 235.814992 121.55406 \nL 236.150127 131.856946 \nL 236.485262 145.680463 \nL 236.820397 126.221378 \nL 237.155532 120.625282 \nL 237.490667 125.47224 \nL 237.825802 138.206107 \nL 238.160938 126.104374 \nL 238.496073 134.175848 \nL 238.831208 120.138323 \nL 239.166343 125.674539 \nL 239.501478 138.819963 \nL 239.836613 120.787747 \nL 240.171748 115.647504 \nL 240.506883 119.017402 \nL 240.842019 117.956127 \nL 241.177154 129.30026 \nL 241.512289 131.221221 \nL 241.847424 121.909695 \nL 242.182559 108.304804 \nL 242.517694 139.068119 \nL 242.852829 98.717802 \nL 243.187965 117.978508 \nL 243.5231 116.251015 \nL 243.858235 109.072456 \nL 244.19337 119.329486 \nL 244.528505 120.680895 \nL 244.86364 109.316141 \nL 245.198775 124.900386 \nL 245.53391 131.903504 \nL 246.539316 98.672415 \nL 246.874451 120.187785 \nL 247.544721 105.268073 \nL 247.879856 124.322869 \nL 248.214992 131.893714 \nL 248.550127 115.284697 \nL 248.885262 115.209513 \nL 249.220397 111.7671 \nL 249.555532 104.413907 \nL 249.890667 111.907288 \nL 250.225802 109.964699 \nL 250.560938 105.936785 \nL 250.896073 121.441523 \nL 251.231208 101.785164 \nL 251.566343 93.441164 \nL 251.901478 108.452521 \nL 252.571748 113.569379 \nL 252.906883 113.030561 \nL 253.242019 90.938617 \nL 253.577154 110.502501 \nL 253.912289 88.211835 \nL 254.247424 109.056715 \nL 254.582559 97.5901 \nL 254.917694 96.435177 \nL 255.252829 119.55058 \nL 255.587965 85.411735 \nL 255.9231 109.121178 \nL 256.258235 116.635543 \nL 256.59337 95.829861 \nL 257.26364 111.215105 \nL 257.598775 107.908961 \nL 257.93391 106.220242 \nL 258.269046 88.131675 \nL 258.604181 107.763597 \nL 258.939316 82.225696 \nL 259.274451 93.368514 \nL 259.609586 110.077417 \nL 259.944721 91.856105 \nL 260.279856 91.709944 \nL 260.614992 73.024225 \nL 260.950127 108.97649 \nL 261.285262 119.303284 \nL 261.620397 79.807801 \nL 261.955532 87.454416 \nL 262.290667 98.751341 \nL 262.625802 99.584112 \nL 262.960938 109.725389 \nL 263.296073 98.758882 \nL 263.631208 99.704829 \nL 263.966343 91.578396 \nL 264.301478 74.090033 \nL 264.636613 89.694159 \nL 264.971748 96.239257 \nL 265.306883 85.042967 \nL 265.642019 84.841291 \nL 265.977154 63.462967 \nL 266.312289 105.150855 \nL 266.647424 82.296715 \nL 266.982559 88.26257 \nL 267.317694 88.377654 \nL 267.652829 87.997362 \nL 267.987965 76.151765 \nL 268.3231 92.478816 \nL 268.658235 96.529861 \nL 268.99337 78.827382 \nL 269.328505 92.344113 \nL 269.66364 87.477834 \nL 269.998775 87.851313 \nL 270.33391 79.993208 \nL 270.669046 78.417134 \nL 271.004181 92.930612 \nL 271.674451 59.228729 \nL 272.009586 85.685306 \nL 272.344721 75.269289 \nL 272.679856 78.66323 \nL 273.014992 53.736773 \nL 273.350127 75.674668 \nL 273.685262 90.166575 \nL 274.020397 82.896407 \nL 274.355532 90.189671 \nL 274.690667 76.8357 \nL 275.025802 86.24064 \nL 276.031208 72.065738 \nL 276.366343 72.506752 \nL 276.701478 50.806588 \nL 277.036613 103.493155 \nL 277.371748 78.283796 \nL 277.706883 80.989956 \nL 278.042019 64.677794 \nL 278.377154 71.421223 \nL 278.712289 46.088632 \nL 279.047424 69.980045 \nL 279.382559 65.713061 \nL 279.717694 54.973252 \nL 280.052829 98.638087 \nL 280.7231 40.88854 \nL 281.058235 72.012601 \nL 281.39337 74.865245 \nL 281.728505 71.157631 \nL 282.06364 73.030844 \nL 282.398775 61.16143 \nL 282.73391 73.508649 \nL 283.069046 74.471578 \nL 283.404181 58.860351 \nL 283.739316 60.41851 \nL 284.074451 46.232104 \nL 284.409586 66.195711 \nL 284.744721 58.371297 \nL 285.079856 73.812826 \nL 285.414992 56.511556 \nL 285.750127 52.218077 \nL 286.085262 60.407701 \nL 286.420397 61.742003 \nL 287.090667 55.118688 \nL 287.425802 54.239875 \nL 287.760938 38.914857 \nL 288.096073 43.722926 \nL 288.766343 57.028495 \nL 289.436613 44.716681 \nL 289.771748 57.846057 \nL 290.106883 44.351991 \nL 290.442019 59.860339 \nL 290.777154 57.388002 \nL 291.112289 73.059987 \nL 291.447424 42.774539 \nL 291.782559 57.097137 \nL 292.117694 55.668119 \nL 292.452829 52.879353 \nL 292.787965 55.065642 \nL 293.1231 50.365011 \nL 293.458235 50.050723 \nL 293.79337 64.262961 \nL 294.128505 35.310656 \nL 294.46364 47.697311 \nL 294.798775 54.801986 \nL 295.13391 57.22225 \nL 295.804181 48.576987 \nL 296.139316 34.400589 \nL 296.474451 43.795391 \nL 296.809586 61.835512 \nL 297.144721 45.800625 \nL 297.479856 55.787459 \nL 297.814992 27.542861 \nL 298.485262 74.019506 \nL 298.820397 43.535217 \nL 299.155532 42.448664 \nL 299.490667 43.778726 \nL 299.825802 51.737819 \nL 300.160938 52.798064 \nL 300.496073 41.553697 \nL 300.831208 45.947108 \nL 301.166343 43.547867 \nL 301.501478 54.247507 \nL 301.836613 29.147976 \nL 302.506883 37.951089 \nL 302.842019 59.180471 \nL 303.177154 52.744379 \nL 303.512289 40.78711 \nL 303.847424 47.186072 \nL 304.182559 51.259738 \nL 304.517694 25.753974 \nL 304.852829 34.376592 \nL 305.5231 59.398419 \nL 305.858235 41.801912 \nL 306.19337 36.478592 \nL 306.528505 26.811637 \nL 306.86364 33.672087 \nL 307.198775 56.008618 \nL 307.53391 49.008292 \nL 307.869046 25.938549 \nL 308.204181 37.490112 \nL 308.874451 27.684301 \nL 309.544721 50.009339 \nL 309.879856 32.150239 \nL 310.214992 42.416908 \nL 310.885262 24.874351 \nL 311.890667 55.067252 \nL 312.225802 28.725468 \nL 312.560938 41.686973 \nL 312.896073 33.754955 \nL 313.231208 41.22348 \nL 313.566343 41.593253 \nL 313.901478 45.697503 \nL 314.236613 35.36508 \nL 314.571748 50.497487 \nL 314.906883 17.860905 \nL 315.577154 42.746091 \nL 315.912289 27.740737 \nL 316.247424 24.944748 \nL 316.582559 28.07558 \nL 316.917694 57.689279 \nL 317.252829 35.918855 \nL 317.587965 47.279447 \nL 317.9231 42.21868 \nL 318.258235 61.433225 \nL 318.59337 55.379759 \nL 318.928505 34.492309 \nL 319.26364 35.815005 \nL 319.598775 57.232507 \nL 319.93391 55.833927 \nL 320.269046 32.579756 \nL 320.604181 26.084083 \nL 321.274451 45.761685 \nL 321.609586 27.304623 \nL 321.944721 54.348797 \nL 322.279856 56.264708 \nL 322.614992 23.884057 \nL 322.950127 46.596087 \nL 323.285262 38.88387 \nL 323.620397 43.140363 \nL 323.955532 36.078268 \nL 324.290667 17.215477 \nL 324.625802 36.35029 \nL 324.960938 43.667435 \nL 325.296073 35.068961 \nL 325.631208 69.30561 \nL 325.966343 43.191827 \nL 326.301478 39.990767 \nL 326.636613 39.162028 \nL 326.971748 40.086418 \nL 327.306883 30.3215 \nL 327.642019 68.269907 \nL 327.977154 47.026728 \nL 328.312289 59.624521 \nL 328.647424 28.024328 \nL 328.982559 58.616995 \nL 329.317694 37.451151 \nL 329.652829 50.990905 \nL 329.987965 38.237059 \nL 330.3231 57.503215 \nL 330.99337 44.412591 \nL 331.328505 51.781147 \nL 331.66364 35.021608 \nL 331.998775 44.501477 \nL 332.33391 38.100036 \nL 332.669046 58.568266 \nL 333.004181 52.958879 \nL 333.339316 55.157466 \nL 334.009586 41.514892 \nL 334.344721 59.170419 \nL 334.679856 30.903802 \nL 335.014992 54.777214 \nL 335.350127 33.251878 \nL 335.685262 38.260172 \nL 336.355532 76.065791 \nL 336.690667 46.944576 \nL 337.025802 47.411216 \nL 337.360937 54.415056 \nL 337.696073 58.553505 \nL 338.031208 48.674162 \nL 338.366343 55.767985 \nL 338.701478 30.903497 \nL 339.371748 47.619159 \nL 339.706883 52.252558 \nL 340.042019 59.098322 \nL 340.377154 57.683881 \nL 340.712289 71.514685 \nL 341.047424 45.2966 \nL 341.382559 59.445787 \nL 341.717694 60.22835 \nL 342.052829 55.49334 \nL 342.387965 65.116506 \nL 342.7231 65.51118 \nL 343.058235 39.610509 \nL 343.39337 77.643802 \nL 343.728505 59.022503 \nL 344.06364 58.271951 \nL 344.398775 63.170769 \nL 344.73391 45.92127 \nL 345.069046 52.505767 \nL 345.404181 67.545899 \nL 345.739316 57.095698 \nL 346.074451 70.025133 \nL 346.409586 72.751558 \nL 346.744721 49.758161 \nL 347.079856 54.022616 \nL 347.414992 53.102549 \nL 347.750127 72.209955 \nL 348.420397 55.810671 \nL 348.755532 74.020325 \nL 349.090667 60.327979 \nL 349.425802 55.771221 \nL 349.760938 62.887942 \nL 350.096073 47.460369 \nL 350.431208 58.86455 \nL 350.766343 60.377113 \nL 351.101478 79.443519 \nL 351.771748 48.103049 \nL 352.106883 52.957985 \nL 352.442019 71.876492 \nL 352.777154 71.714077 \nL 353.112289 65.102034 \nL 353.447424 56.153348 \nL 353.782559 75.9009 \nL 354.117694 69.141346 \nL 354.452829 53.18714 \nL 354.787965 64.075071 \nL 355.1231 88.896057 \nL 355.458235 78.14241 \nL 355.79337 78.231852 \nL 356.128505 79.458253 \nL 356.46364 90.306681 \nL 356.798775 74.496452 \nL 357.469046 57.082435 \nL 357.804181 66.586436 \nL 358.139316 91.75713 \nL 358.474451 95.070639 \nL 358.809586 74.990449 \nL 359.144721 85.4268 \nL 359.479856 88.421135 \nL 359.814992 55.642757 \nL 360.150127 92.619288 \nL 360.485262 64.913014 \nL 360.820397 74.406889 \nL 361.155532 74.722799 \nL 361.490667 97.420854 \nL 361.825802 89.505223 \nL 362.496073 95.927756 \nL 362.831208 88.742069 \nL 363.166343 105.448721 \nL 363.501478 98.189002 \nL 363.836613 87.73432 \nL 364.171748 92.577093 \nL 364.506883 82.226657 \nL 364.842019 66.331134 \nL 365.512289 88.991675 \nL 365.847424 80.867574 \nL 366.182559 85.465056 \nL 366.517694 117.43292 \nL 366.852829 95.873455 \nL 367.187965 91.169818 \nL 367.5231 88.860448 \nL 367.858235 89.913836 \nL 368.19337 75.559458 \nL 368.528505 82.136493 \nL 368.86364 91.060962 \nL 369.198775 86.163359 \nL 369.53391 95.22604 \nL 369.869046 88.94057 \nL 370.204181 97.938935 \nL 370.539316 96.040823 \nL 370.874451 108.608649 \nL 371.209586 104.408855 \nL 371.544721 91.662047 \nL 371.879856 87.554598 \nL 372.214992 89.845544 \nL 372.550127 94.720631 \nL 372.885262 101.862021 \nL 373.220397 98.712322 \nL 373.555532 99.232461 \nL 373.890667 100.303531 \nL 374.225802 110.689294 \nL 374.560938 101.264828 \nL 374.896073 101.092906 \nL 375.231208 101.090698 \nL 375.566343 115.2652 \nL 375.901478 99.930715 \nL 376.236613 109.116152 \nL 376.571748 100.221144 \nL 377.242019 110.819246 \nL 377.577154 126.338908 \nL 377.912289 113.487137 \nL 378.247424 117.548847 \nL 378.582559 124.507971 \nL 378.917694 117.0188 \nL 379.252829 122.177101 \nL 379.587965 99.72598 \nL 379.9231 103.965095 \nL 380.258235 114.91679 \nL 380.59337 99.631644 \nL 380.928505 140.930367 \nL 381.26364 103.000099 \nL 381.598775 109.622332 \nL 381.93391 99.252494 \nL 382.269046 121.593881 \nL 382.939316 109.352654 \nL 383.274451 112.040572 \nL 383.609586 108.424805 \nL 383.944721 128.413442 \nL 384.279856 109.519599 \nL 384.614992 118.65424 \nL 384.950127 91.123502 \nL 385.285262 109.360793 \nL 385.620397 112.623634 \nL 385.955532 131.01392 \nL 386.290667 121.651207 \nL 386.625802 136.217077 \nL 386.960938 114.726612 \nL 386.960938 114.726612 \n\" clip-path=\"url(#pe9baed26bb)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_26\">\n    <path d=\"M 53.501478 73.642263 \nL 54.171748 89.535131 \nL 54.506883 81.328614 \nL 54.842019 89.94897 \nL 55.177154 73.768681 \nL 55.512289 77.032758 \nL 55.847424 79.111025 \nL 56.182559 84.610817 \nL 56.517694 83.139481 \nL 56.852829 84.633091 \nL 57.187965 96.555387 \nL 57.5231 88.922357 \nL 58.86364 69.879703 \nL 59.198775 76.411514 \nL 59.53391 75.652395 \nL 59.869046 80.036605 \nL 60.204181 86.0458 \nL 60.539316 76.016836 \nL 60.874451 77.938412 \nL 61.209586 74.257514 \nL 61.879856 78.923121 \nL 62.214992 73.917609 \nL 62.550127 72.388611 \nL 62.885262 70.27375 \nL 63.220397 69.874074 \nL 63.555532 72.383507 \nL 63.890667 73.269593 \nL 64.225802 73.606003 \nL 64.560938 64.975707 \nL 64.896073 64.508363 \nL 65.231208 69.795805 \nL 65.566343 68.949977 \nL 65.901478 73.394232 \nL 66.236613 65.542176 \nL 66.571748 74.675763 \nL 67.242019 84.014668 \nL 67.577154 82.687732 \nL 67.912289 73.961001 \nL 68.247424 71.370829 \nL 68.582559 70.722434 \nL 68.917694 73.816928 \nL 69.252829 73.242064 \nL 69.587965 70.022177 \nL 69.9231 71.747991 \nL 70.258235 65.946708 \nL 70.59337 65.876222 \nL 70.928505 65.663074 \nL 71.26364 67.061825 \nL 71.598775 66.733084 \nL 71.93391 67.386165 \nL 72.604181 55.590222 \nL 72.939316 59.170045 \nL 73.274451 58.451119 \nL 73.609586 65.705018 \nL 73.944721 66.994027 \nL 74.279856 67.290744 \nL 74.614992 70.164153 \nL 75.620397 62.216819 \nL 76.290667 52.112978 \nL 76.625802 55.566399 \nL 76.960938 54.854559 \nL 77.296073 57.809551 \nL 77.631208 55.807245 \nL 78.301478 54.276416 \nL 78.636613 56.126193 \nL 78.971748 52.163878 \nL 79.642019 60.56898 \nL 79.977154 57.431682 \nL 80.312289 59.253219 \nL 80.647424 51.056847 \nL 81.317694 60.723083 \nL 81.652829 63.058216 \nL 81.987965 64.255585 \nL 82.3231 60.506786 \nL 82.658235 59.529499 \nL 82.99337 56.704115 \nL 83.328505 56.518673 \nL 83.66364 54.861132 \nL 83.998775 51.283866 \nL 84.33391 51.805271 \nL 84.669046 51.275674 \nL 85.004181 50.18703 \nL 85.339316 46.087598 \nL 85.674451 40.27095 \nL 86.009586 45.755683 \nL 86.344721 48.219888 \nL 86.679856 45.601531 \nL 87.014992 47.350435 \nL 87.350127 47.083889 \nL 87.685262 48.239465 \nL 88.020397 45.75193 \nL 88.355532 37.983508 \nL 88.690667 35.255324 \nL 89.025802 36.479919 \nL 89.360938 40.8421 \nL 89.696073 48.769262 \nL 90.031208 46.216448 \nL 90.366343 48.610967 \nL 90.701478 48.705949 \nL 91.371748 51.606922 \nL 92.042019 36.812158 \nL 92.377154 42.633105 \nL 92.712289 40.416215 \nL 93.047424 46.688156 \nL 93.382559 43.75748 \nL 93.717694 43.711227 \nL 94.052829 41.404208 \nL 94.387965 41.317555 \nL 94.7231 41.069602 \nL 95.39337 48.473193 \nL 95.728505 48.66515 \nL 96.06364 50.276206 \nL 96.398775 49.766453 \nL 96.73391 48.611291 \nL 97.069046 48.866241 \nL 97.404181 46.08905 \nL 97.739316 45.699715 \nL 98.074451 43.167276 \nL 98.409586 43.811155 \nL 98.744721 41.149093 \nL 99.079856 44.491189 \nL 99.414992 45.424519 \nL 99.750127 42.994222 \nL 100.085262 44.055957 \nL 100.420397 46.129951 \nL 100.755532 40.712528 \nL 101.090667 39.724974 \nL 101.425802 36.828356 \nL 101.760938 36.434436 \nL 102.431208 42.32439 \nL 102.766343 49.809768 \nL 103.101478 50.036799 \nL 103.436613 49.597633 \nL 103.771748 45.328524 \nL 104.442019 51.042139 \nL 104.777154 43.427907 \nL 105.112289 46.600771 \nL 105.447424 37.34831 \nL 105.782559 42.274657 \nL 106.117694 37.847108 \nL 106.452829 42.483769 \nL 106.787965 43.502639 \nL 107.1231 43.338058 \nL 107.458235 41.841175 \nL 107.79337 38.465934 \nL 108.128505 41.569658 \nL 108.46364 38.511991 \nL 108.798775 38.969199 \nL 109.13391 39.030282 \nL 109.469046 40.480974 \nL 109.804181 42.579529 \nL 110.474451 45.193856 \nL 110.809586 44.324222 \nL 111.144721 45.068441 \nL 111.479856 38.065349 \nL 111.814992 39.946099 \nL 112.150127 36.835177 \nL 112.485262 40.376613 \nL 112.820397 39.418925 \nL 113.155532 35.171614 \nL 113.490667 39.546124 \nL 113.825802 39.389091 \nL 114.160938 47.25541 \nL 114.496073 41.640534 \nL 114.831208 44.448914 \nL 115.166343 45.070855 \nL 115.501478 49.012889 \nL 115.836613 47.722386 \nL 117.177154 36.6492 \nL 117.512289 38.480468 \nL 117.847424 36.597662 \nL 118.182559 37.800958 \nL 118.517694 34.397349 \nL 118.852829 36.059299 \nL 119.187965 39.282176 \nL 119.5231 50.287899 \nL 119.858235 46.82855 \nL 120.19337 49.492664 \nL 120.528505 48.606993 \nL 120.86364 46.920034 \nL 121.198775 49.705137 \nL 121.53391 48.831351 \nL 121.869046 52.461112 \nL 122.874451 39.097245 \nL 123.209586 37.143071 \nL 123.544721 37.709337 \nL 123.879856 41.956628 \nL 124.214992 42.333663 \nL 124.550127 47.93022 \nL 124.885262 48.297635 \nL 125.220397 53.885698 \nL 125.555532 56.908233 \nL 125.890667 54.029285 \nL 126.560938 55.469477 \nL 126.896073 54.58915 \nL 127.231208 55.399678 \nL 127.901478 49.896075 \nL 128.236613 55.66696 \nL 128.571748 55.454637 \nL 129.242019 52.789149 \nL 129.577154 49.68527 \nL 130.247424 53.665299 \nL 130.582559 58.855361 \nL 130.917694 57.862214 \nL 131.252829 58.500761 \nL 131.587965 52.02887 \nL 131.9231 49.312431 \nL 132.258235 54.004413 \nL 132.59337 56.864559 \nL 132.928505 61.852877 \nL 133.598775 57.470275 \nL 133.93391 57.258345 \nL 134.269046 53.491152 \nL 134.604181 57.393664 \nL 134.939316 56.861011 \nL 135.274451 55.473355 \nL 135.609586 57.408217 \nL 135.944721 58.002358 \nL 136.279856 62.138337 \nL 136.614992 68.351629 \nL 136.950127 71.048536 \nL 137.285262 72.710553 \nL 137.620397 73.052863 \nL 137.955532 69.512452 \nL 138.290667 58.107629 \nL 138.625802 57.3578 \nL 138.960938 57.300025 \nL 139.296073 68.784828 \nL 139.631208 68.046877 \nL 139.966343 65.147932 \nL 140.301478 64.390004 \nL 140.636613 62.319143 \nL 140.971748 64.568072 \nL 141.306883 63.855644 \nL 141.642019 64.194633 \nL 141.977154 63.947558 \nL 142.312289 67.765837 \nL 142.647424 62.404927 \nL 142.982559 64.969375 \nL 143.317694 61.029524 \nL 143.652829 61.279229 \nL 143.987965 70.383003 \nL 144.3231 71.781226 \nL 144.658235 75.188542 \nL 144.99337 75.227786 \nL 145.328505 75.898145 \nL 145.66364 84.176182 \nL 145.998775 88.689878 \nL 146.33391 77.124197 \nL 146.669046 75.857303 \nL 147.004181 76.132811 \nL 147.674451 71.795536 \nL 148.009586 68.469619 \nL 148.344721 67.435811 \nL 148.679856 71.199065 \nL 149.014992 71.879839 \nL 149.685262 85.549083 \nL 150.020397 79.225417 \nL 150.355532 77.336345 \nL 150.690667 71.814858 \nL 151.360938 68.981995 \nL 151.696073 69.063307 \nL 152.366343 82.957894 \nL 153.036613 74.886138 \nL 153.371748 75.758625 \nL 153.706883 69.18442 \nL 154.042019 78.014641 \nL 154.377154 83.272353 \nL 154.712289 78.340535 \nL 155.047424 78.238661 \nL 155.382559 73.856941 \nL 155.717694 72.456401 \nL 156.052829 81.534814 \nL 156.387965 84.433056 \nL 157.058235 103.258697 \nL 157.39337 97.779327 \nL 157.728505 97.702563 \nL 158.398775 95.177188 \nL 158.73391 96.651581 \nL 159.069046 94.863486 \nL 159.404181 102.210067 \nL 159.739316 97.218874 \nL 160.409586 99.16141 \nL 160.744721 100.836022 \nL 161.079856 98.102363 \nL 161.414992 103.428882 \nL 161.750127 100.15535 \nL 162.420397 107.305578 \nL 163.090667 111.008451 \nL 163.425802 110.66709 \nL 163.760938 105.83091 \nL 164.096073 104.445779 \nL 164.431208 100.43052 \nL 164.766343 104.447174 \nL 165.101478 104.072378 \nL 165.436613 109.263448 \nL 165.771748 107.379746 \nL 166.106883 102.065523 \nL 166.442019 108.772593 \nL 166.777154 103.993324 \nL 167.112289 112.65907 \nL 167.447424 107.309146 \nL 167.782559 116.711195 \nL 168.117694 108.644439 \nL 168.452829 115.701058 \nL 168.787965 112.911224 \nL 169.1231 111.05837 \nL 169.458235 114.97836 \nL 169.79337 112.489068 \nL 170.128505 115.353427 \nL 170.46364 112.083233 \nL 170.798775 117.80537 \nL 171.13391 115.227116 \nL 171.469046 117.044496 \nL 172.139316 106.135882 \nL 172.474451 116.894169 \nL 172.809586 111.231517 \nL 173.144721 120.666747 \nL 173.479856 113.701294 \nL 173.814992 113.457312 \nL 174.150127 113.79118 \nL 174.485262 117.479632 \nL 174.820397 115.618858 \nL 175.155532 122.954768 \nL 175.490667 116.222321 \nL 175.825802 122.071149 \nL 176.160938 124.329267 \nL 176.496073 127.919494 \nL 176.831208 129.319308 \nL 177.166343 128.644659 \nL 177.501478 123.710833 \nL 177.836613 124.173075 \nL 178.171748 129.904867 \nL 178.506883 123.70061 \nL 178.842019 130.331416 \nL 179.177154 124.111079 \nL 179.512289 120.649406 \nL 179.847424 129.624042 \nL 180.182559 131.043044 \nL 180.517694 135.434445 \nL 180.852829 137.068071 \nL 181.187965 133.817696 \nL 181.5231 134.236367 \nL 181.858235 135.842772 \nL 182.19337 133.177626 \nL 182.528505 128.451088 \nL 182.86364 130.999921 \nL 183.198775 129.810069 \nL 183.53391 129.346653 \nL 183.869046 131.682285 \nL 184.204181 135.228144 \nL 184.539316 132.537886 \nL 184.874451 131.984634 \nL 185.209586 136.545874 \nL 185.544721 136.633278 \nL 185.879856 136.894554 \nL 186.214992 138.222909 \nL 186.550127 140.67591 \nL 186.885262 135.468566 \nL 187.220397 139.293789 \nL 187.555532 138.292766 \nL 187.890667 138.754591 \nL 188.225802 140.442353 \nL 188.560938 134.682592 \nL 188.896073 136.324874 \nL 189.231208 133.839039 \nL 189.566343 133.656358 \nL 190.236613 137.690511 \nL 190.571748 133.089188 \nL 190.906883 133.234336 \nL 191.242019 131.643231 \nL 191.577154 130.720928 \nL 191.912289 135.306405 \nL 192.247424 134.77345 \nL 192.582559 141.319811 \nL 192.917694 135.134009 \nL 193.252829 141.706635 \nL 193.587965 139.726563 \nL 193.9231 138.78455 \nL 194.258235 139.196336 \nL 194.59337 142.330365 \nL 194.928505 143.008654 \nL 195.26364 144.12583 \nL 195.598775 143.918442 \nL 196.269046 138.035599 \nL 196.604181 142.149319 \nL 196.939316 143.444145 \nL 197.274451 141.370652 \nL 197.609586 143.697329 \nL 197.944721 142.801116 \nL 198.279856 145.31772 \nL 198.614992 149.659551 \nL 198.950127 150.599503 \nL 199.285262 147.610117 \nL 199.620397 149.594313 \nL 199.955532 146.030232 \nL 200.290667 146.623523 \nL 200.625802 146.450635 \nL 200.960938 143.700939 \nL 201.296073 142.8696 \nL 201.631208 140.220932 \nL 201.966343 146.609082 \nL 202.301478 146.238144 \nL 202.636613 141.827726 \nL 202.971748 143.61741 \nL 203.306883 140.107706 \nL 203.642019 133.465226 \nL 203.977154 139.92143 \nL 204.312289 142.128539 \nL 204.647424 139.182463 \nL 204.982559 139.789104 \nL 205.317694 141.383143 \nL 205.652829 140.938974 \nL 205.987965 143.515526 \nL 206.3231 143.966299 \nL 206.658235 146.817268 \nL 206.99337 145.321277 \nL 207.328505 144.494981 \nL 207.66364 146.455737 \nL 207.998775 142.827393 \nL 208.33391 135.809287 \nL 208.669046 140.645234 \nL 209.004181 132.800558 \nL 209.339316 139.325747 \nL 209.674451 140.492839 \nL 210.009586 139.20094 \nL 210.679856 147.658186 \nL 211.014992 149.067226 \nL 211.350127 148.665288 \nL 211.685262 142.290058 \nL 212.020397 144.066448 \nL 212.355532 135.939177 \nL 212.690667 137.926678 \nL 213.025802 145.101616 \nL 213.360938 144.03771 \nL 213.696073 146.576096 \nL 214.031208 146.387291 \nL 214.366343 146.056827 \nL 214.701478 141.964086 \nL 215.036613 141.693702 \nL 215.371748 141.699658 \nL 215.706883 144.392364 \nL 216.042019 143.200892 \nL 216.377154 142.794304 \nL 216.712289 144.834412 \nL 217.047424 144.180939 \nL 217.382559 145.719224 \nL 217.717694 145.638711 \nL 218.052829 142.740438 \nL 218.387965 143.963676 \nL 218.7231 140.847583 \nL 219.39337 144.996015 \nL 219.728505 141.616067 \nL 220.73391 134.686794 \nL 221.069046 136.355406 \nL 221.404181 136.179499 \nL 222.074451 146.863655 \nL 222.409586 145.210857 \nL 223.079856 147.904018 \nL 223.414992 139.902012 \nL 223.750127 136.449625 \nL 224.085262 138.976918 \nL 224.420397 130.334721 \nL 224.755532 136.828612 \nL 225.090667 130.957185 \nL 225.425802 137.937589 \nL 225.760938 140.025093 \nL 226.096073 137.88392 \nL 226.431208 143.951266 \nL 226.766343 135.982851 \nL 227.101478 134.821061 \nL 227.436613 137.244062 \nL 227.771748 133.369079 \nL 228.106883 137.851313 \nL 228.442019 138.1151 \nL 228.777154 135.914619 \nL 229.112289 134.963563 \nL 229.447424 138.36082 \nL 229.782559 136.41081 \nL 230.452829 143.387349 \nL 230.787965 137.790511 \nL 231.1231 137.347227 \nL 231.79337 128.824684 \nL 232.128505 128.024285 \nL 232.46364 127.802312 \nL 232.798775 123.828619 \nL 233.13391 124.322545 \nL 233.469046 125.335422 \nL 234.474451 132.715057 \nL 234.809586 132.92951 \nL 235.144721 135.235464 \nL 235.479856 136.487869 \nL 235.814992 136.788667 \nL 236.150127 135.992706 \nL 236.485262 132.748826 \nL 236.820397 135.623858 \nL 237.155532 131.798723 \nL 237.490667 131.479351 \nL 237.825802 131.462531 \nL 238.160938 129.161751 \nL 238.496073 128.974871 \nL 238.831208 131.325317 \nL 239.166343 131.359005 \nL 239.501478 127.855798 \nL 239.836613 131.318832 \nL 240.171748 127.974602 \nL 240.506883 126.767101 \nL 240.842019 126.622861 \nL 241.177154 121.448628 \nL 241.512289 121.636041 \nL 241.847424 126.175916 \nL 242.182559 126.698848 \nL 242.517694 125.199545 \nL 242.852829 126.231972 \nL 243.187965 121.297556 \nL 243.5231 114.285248 \nL 243.858235 123.01291 \nL 244.19337 111.631679 \nL 244.528505 117.71947 \nL 244.86364 119.335582 \nL 245.198775 117.170078 \nL 245.53391 119.841974 \nL 245.869046 124.059388 \nL 246.204181 123.536487 \nL 246.539316 124.861182 \nL 247.209586 115.15303 \nL 247.544721 114.68772 \nL 247.879856 110.148919 \nL 248.214992 117.415433 \nL 248.550127 120.564797 \nL 248.885262 121.058468 \nL 249.220397 123.854223 \nL 249.555532 122.530528 \nL 249.890667 115.216439 \nL 250.225802 113.36371 \nL 250.560938 113.017874 \nL 250.896073 110.276825 \nL 251.231208 113.739015 \nL 251.566343 114.068657 \nL 251.901478 107.911431 \nL 252.236613 110.015157 \nL 252.571748 106.592556 \nL 252.906883 107.164206 \nL 253.242019 113.878593 \nL 253.577154 111.859853 \nL 253.912289 108.406073 \nL 254.247424 107.092296 \nL 254.582559 98.20692 \nL 254.917694 107.045457 \nL 255.252829 97.614103 \nL 255.587965 107.325813 \nL 255.9231 105.146332 \nL 256.258235 100.880801 \nL 256.59337 112.590904 \nL 256.928505 103.41079 \nL 257.26364 107.732244 \nL 257.598775 110.587214 \nL 257.93391 106.247658 \nL 258.269046 108.830606 \nL 258.604181 108.325904 \nL 258.939316 103.883969 \nL 259.274451 102.74594 \nL 259.609586 90.623206 \nL 259.944721 101.1999 \nL 260.279856 96.567289 \nL 260.614992 96.732248 \nL 260.950127 97.294017 \nL 261.285262 89.793979 \nL 261.620397 96.967242 \nL 261.955532 95.596919 \nL 262.290667 99.254757 \nL 262.625802 101.356279 \nL 262.960938 89.807557 \nL 263.296073 99.03874 \nL 263.631208 105.031935 \nL 263.966343 103.592124 \nL 264.301478 104.693058 \nL 264.636613 93.540827 \nL 264.971748 89.377192 \nL 265.306883 86.83953 \nL 265.642019 82.776037 \nL 265.977154 88.840129 \nL 266.312289 83.015159 \nL 266.647424 81.016913 \nL 266.982559 82.021646 \nL 267.317694 79.062593 \nL 267.652829 93.940282 \nL 267.987965 83.96684 \nL 268.3231 84.030258 \nL 268.658235 84.218856 \nL 268.99337 86.547163 \nL 269.328505 83.591836 \nL 269.66364 89.37905 \nL 269.998775 89.333805 \nL 270.33391 83.369472 \nL 270.669046 86.803529 \nL 271.004181 81.609054 \nL 271.339316 82.585893 \nL 271.674451 78.623363 \nL 272.009586 76.284687 \nL 272.344721 76.461524 \nL 272.679856 70.43369 \nL 273.014992 70.101111 \nL 273.350127 74.423045 \nL 273.685262 67.377009 \nL 274.020397 69.704209 \nL 274.355532 69.585828 \nL 274.690667 80.125427 \nL 275.025802 84.171732 \nL 275.360937 80.926683 \nL 275.696073 82.472579 \nL 276.031208 76.80039 \nL 276.366343 76.851369 \nL 277.036613 68.816691 \nL 277.371748 67.416619 \nL 277.706883 71.613741 \nL 278.042019 73.018154 \nL 278.377154 83.853335 \nL 278.712289 71.409637 \nL 279.047424 67.831244 \nL 279.382559 59.921291 \nL 279.717694 61.48301 \nL 280.052829 58.0405 \nL 280.387965 64.718558 \nL 280.7231 69.081858 \nL 281.058235 67.99651 \nL 281.39337 69.008733 \nL 281.728505 61.184586 \nL 282.06364 60.468831 \nL 282.398775 69.842547 \nL 282.73391 69.345297 \nL 283.069046 66.588382 \nL 283.404181 67.241244 \nL 283.739316 66.054299 \nL 284.074451 65.883622 \nL 284.409586 61.534241 \nL 284.744721 55.216181 \nL 285.079856 56.861192 \nL 285.414992 56.816864 \nL 285.750127 63.395651 \nL 286.085262 59.901789 \nL 286.420397 59.789753 \nL 286.755532 55.935786 \nL 287.090667 56.774991 \nL 287.425802 58.415992 \nL 287.760938 57.024844 \nL 288.096073 53.688436 \nL 288.431208 48.68174 \nL 288.766343 46.610269 \nL 289.101478 45.770881 \nL 289.436613 50.094462 \nL 289.771748 51.626873 \nL 290.106883 51.312921 \nL 290.777154 49.347315 \nL 291.112289 53.87974 \nL 291.447424 54.379687 \nL 291.782559 59.947734 \nL 292.117694 56.158522 \nL 292.452829 57.103018 \nL 292.787965 51.024617 \nL 293.1231 54.352313 \nL 293.458235 53.4265 \nL 293.79337 51.846568 \nL 294.128505 52.489959 \nL 294.46364 52.330907 \nL 294.798775 49.013057 \nL 295.13391 50.07182 \nL 295.469046 46.658253 \nL 295.804181 52.387355 \nL 296.139316 53.648737 \nL 296.474451 50.902278 \nL 296.809586 45.599108 \nL 297.144721 44.769547 \nL 297.479856 46.333091 \nL 297.814992 50.087849 \nL 298.150127 51.733006 \nL 298.485262 43.96436 \nL 298.820397 48.315315 \nL 299.155532 49.322854 \nL 299.490667 53.728322 \nL 299.825802 52.606527 \nL 300.160938 44.368893 \nL 300.831208 48.256226 \nL 301.166343 48.230264 \nL 301.501478 46.762773 \nL 301.836613 44.79493 \nL 302.171748 46.206041 \nL 302.506883 41.793412 \nL 302.842019 40.459188 \nL 303.177154 37.123603 \nL 303.512289 44.672976 \nL 303.847424 48.273828 \nL 304.182559 50.320506 \nL 305.5231 39.695707 \nL 305.858235 38.868239 \nL 306.19337 46.298058 \nL 306.528505 47.918791 \nL 306.86364 44.781259 \nL 307.198775 36.268967 \nL 307.53391 36.10652 \nL 308.204181 43.939949 \nL 308.539316 43.636918 \nL 309.209586 32.835462 \nL 310.885262 41.853881 \nL 311.220397 36.021727 \nL 311.890667 34.932386 \nL 312.225802 39.151563 \nL 312.560938 44.944824 \nL 312.896073 44.412809 \nL 313.231208 42.298969 \nL 313.566343 36.195979 \nL 313.901478 40.127018 \nL 314.236613 40.064421 \nL 314.571748 42.571568 \nL 314.906883 42.22177 \nL 315.242019 42.142185 \nL 315.577154 35.201611 \nL 315.912289 36.320089 \nL 316.247424 31.725999 \nL 316.582559 34.239437 \nL 316.917694 33.421695 \nL 317.252829 31.706182 \nL 317.587965 37.715149 \nL 317.9231 41.028946 \nL 318.258235 47.072706 \nL 318.59337 43.719939 \nL 318.928505 50.479635 \nL 319.26364 50.250461 \nL 319.598775 48.955202 \nL 319.93391 44.261339 \nL 320.269046 44.038987 \nL 320.604181 47.283403 \nL 320.939316 46.466096 \nL 321.609586 34.395948 \nL 321.944721 35.935451 \nL 322.279856 38.623067 \nL 322.614992 44.551515 \nL 322.950127 43.421225 \nL 323.285262 45.160296 \nL 323.620397 43.231314 \nL 323.955532 37.510084 \nL 324.290667 42.872343 \nL 324.960938 34.220729 \nL 325.296073 33.287755 \nL 325.631208 33.61359 \nL 326.301478 48.688917 \nL 326.636613 47.264963 \nL 326.971748 50.067144 \nL 327.306883 41.414799 \nL 327.642019 39.666589 \nL 327.977154 40.314022 \nL 328.312289 46.383082 \nL 328.647424 48.339334 \nL 328.982559 55.009637 \nL 329.317694 45.971423 \nL 329.652829 48.344919 \nL 329.987965 41.974455 \nL 330.3231 48.374454 \nL 330.658235 43.67164 \nL 330.99337 49.079292 \nL 331.328505 47.521554 \nL 331.66364 50.521917 \nL 332.33391 43.933585 \nL 332.669046 44.00154 \nL 333.004181 41.419175 \nL 333.339316 47.669483 \nL 333.674451 49.471458 \nL 334.009586 54.163187 \nL 334.344721 50.63969 \nL 335.014992 47.925482 \nL 335.350127 44.670295 \nL 335.685262 47.519956 \nL 336.020397 39.65403 \nL 336.355532 44.606698 \nL 336.690667 46.103774 \nL 337.025802 55.110574 \nL 337.360937 57.710834 \nL 337.696073 56.302361 \nL 338.031208 50.041603 \nL 338.366343 52.150285 \nL 338.701478 53.196407 \nL 339.036613 51.751823 \nL 339.371748 44.627284 \nL 339.706883 43.643649 \nL 340.042019 40.976691 \nL 340.712289 52.609726 \nL 341.382559 59.598191 \nL 341.717694 56.7489 \nL 342.052829 58.289868 \nL 342.387965 53.797846 \nL 342.7231 57.73765 \nL 343.058235 59.400306 \nL 343.39337 58.24577 \nL 343.728505 57.527595 \nL 344.06364 59.384417 \nL 344.398775 56.488982 \nL 344.73391 63.404229 \nL 345.069046 57.532006 \nL 345.404181 54.445719 \nL 345.739316 54.743944 \nL 346.074451 54.34894 \nL 346.744721 63.618209 \nL 347.079856 62.747077 \nL 347.414992 61.431633 \nL 348.085262 53.324385 \nL 348.420397 58.444453 \nL 348.755532 60.187492 \nL 349.090667 63.215979 \nL 349.425802 62.263798 \nL 349.760938 60.528503 \nL 350.096073 61.955462 \nL 350.431208 57.363276 \nL 350.766343 54.601419 \nL 351.101478 56.124205 \nL 351.436613 56.203747 \nL 351.771748 63.489998 \nL 352.106883 63.541524 \nL 352.442019 61.548968 \nL 352.777154 56.033843 \nL 353.112289 57.053442 \nL 353.447424 62.955706 \nL 353.782559 66.03276 \nL 354.117694 63.673109 \nL 354.452829 63.775451 \nL 354.787965 63.234447 \nL 355.1231 64.078747 \nL 355.458235 62.724875 \nL 355.79337 65.823424 \nL 356.46364 79.420332 \nL 356.798775 77.143948 \nL 357.13391 77.448015 \nL 357.469046 76.062506 \nL 357.804181 72.041308 \nL 358.139316 63.750601 \nL 358.474451 63.048813 \nL 358.809586 69.381445 \nL 359.479856 85.766863 \nL 359.814992 85.709103 \nL 360.150127 76.386106 \nL 360.485262 76.71569 \nL 360.820397 74.288739 \nL 361.155532 67.881103 \nL 361.490667 75.460013 \nL 361.825802 70.032948 \nL 362.160938 79.444001 \nL 362.496073 85.313015 \nL 362.831208 96.489646 \nL 363.166343 93.085695 \nL 363.501478 96.103382 \nL 363.836613 100.757234 \nL 364.171748 95.591545 \nL 364.506883 99.003906 \nL 364.842019 92.739368 \nL 365.177154 81.31198 \nL 366.182559 73.782263 \nL 366.517694 79.618181 \nL 366.852829 90.491092 \nL 367.187965 96.254735 \nL 367.5231 95.713315 \nL 367.858235 103.940834 \nL 368.19337 93.293809 \nL 368.528505 86.501816 \nL 368.86364 82.398036 \nL 369.198775 83.038143 \nL 369.53391 79.360977 \nL 370.204181 91.092027 \nL 370.539316 91.629043 \nL 370.874451 97.436044 \nL 371.209586 98.152841 \nL 371.544721 104.627398 \nL 371.879856 102.668425 \nL 372.214992 101.725994 \nL 372.885262 91.150079 \nL 373.220397 93.861952 \nL 373.555532 98.384501 \nL 374.225802 102.892821 \nL 374.560938 103.681958 \nL 374.896073 106.008279 \nL 375.231208 105.029221 \nL 375.566343 107.309393 \nL 375.901478 105.863011 \nL 376.236613 108.10738 \nL 376.571748 106.818501 \nL 376.906883 111.2279 \nL 377.242019 104.908713 \nL 377.577154 109.323307 \nL 377.912289 110.916551 \nL 378.247424 116.772162 \nL 378.582559 117.853236 \nL 378.917694 123.509176 \nL 379.252829 120.761754 \nL 379.587965 121.882549 \nL 379.9231 120.088999 \nL 380.258235 113.044597 \nL 380.59337 114.301446 \nL 380.928505 107.908811 \nL 381.26364 112.427965 \nL 381.598775 119.399895 \nL 381.93391 111.507216 \nL 382.269046 119.125518 \nL 382.604181 108.23473 \nL 382.939316 115.058876 \nL 383.274451 112.179113 \nL 383.609586 117.939618 \nL 383.944721 114.981621 \nL 384.279856 114.955659 \nL 384.614992 118.244049 \nL 384.950127 116.18246 \nL 385.285262 117.407223 \nL 385.620397 107.702866 \nL 385.955532 112.778733 \nL 386.290667 109.471848 \nL 386.625802 120.954618 \nL 386.960938 124.670004 \nL 386.960938 124.670004 \n\" clip-path=\"url(#pe9baed26bb)\" style=\"fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #bf00bf; stroke-width: 1.5\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 52.160938 173.52 \nL 52.160938 7.2 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 386.960938 173.52 \nL 386.960938 7.2 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 52.160938 173.52 \nL 386.960938 173.52 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 52.160938 7.2 \nL 386.960938 7.2 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"legend_1\">\n    <g id=\"patch_7\">\n     <path d=\"M 59.160938 168.52 \nL 160.49375 168.52 \nQ 162.49375 168.52 162.49375 166.52 \nL 162.49375 138.16375 \nQ 162.49375 136.16375 160.49375 136.16375 \nL 59.160938 136.16375 \nQ 57.160938 136.16375 57.160938 138.16375 \nL 57.160938 166.52 \nQ 57.160938 168.52 59.160938 168.52 \nz\n\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n    </g>\n    <g id=\"line2d_27\">\n     <path d=\"M 61.160938 144.262188 \nL 71.160938 144.262188 \nL 81.160938 144.262188 \n\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square\"/>\n    </g>\n    <g id=\"text_15\">\n     <!-- data -->\n     <g transform=\"translate(89.160938 147.762188) scale(0.1 -0.1)\">\n      <defs>\n       <path id=\"DejaVuSans-64\" d=\"M 2906 2969 \nL 2906 4863 \nL 3481 4863 \nL 3481 0 \nL 2906 0 \nL 2906 525 \nQ 2725 213 2448 61 \nQ 2172 -91 1784 -91 \nQ 1150 -91 751 415 \nQ 353 922 353 1747 \nQ 353 2572 751 3078 \nQ 1150 3584 1784 3584 \nQ 2172 3584 2448 3432 \nQ 2725 3281 2906 2969 \nz\nM 947 1747 \nQ 947 1113 1208 752 \nQ 1469 391 1925 391 \nQ 2381 391 2643 752 \nQ 2906 1113 2906 1747 \nQ 2906 2381 2643 2742 \nQ 2381 3103 1925 3103 \nQ 1469 3103 1208 2742 \nQ 947 2381 947 1747 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \nQ 1497 1759 1228 1600 \nQ 959 1441 959 1056 \nQ 959 750 1161 570 \nQ 1363 391 1709 391 \nQ 2188 391 2477 730 \nQ 2766 1069 2766 1631 \nL 2766 1759 \nL 2194 1759 \nz\nM 3341 1997 \nL 3341 0 \nL 2766 0 \nL 2766 531 \nQ 2569 213 2275 61 \nQ 1981 -91 1556 -91 \nQ 1019 -91 701 211 \nQ 384 513 384 1019 \nQ 384 1609 779 1909 \nQ 1175 2209 1959 2209 \nL 2766 2209 \nL 2766 2266 \nQ 2766 2663 2505 2880 \nQ 2244 3097 1772 3097 \nQ 1472 3097 1187 3025 \nQ 903 2953 641 2809 \nL 641 3341 \nQ 956 3463 1253 3523 \nQ 1550 3584 1831 3584 \nQ 2591 3584 2966 3190 \nQ 3341 2797 3341 1997 \nz\n\" transform=\"scale(0.015625)\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-64\"/>\n      <use xlink:href=\"#DejaVuSans-61\" x=\"63.476562\"/>\n      <use xlink:href=\"#DejaVuSans-74\" x=\"124.755859\"/>\n      <use xlink:href=\"#DejaVuSans-61\" x=\"163.964844\"/>\n     </g>\n    </g>\n    <g id=\"line2d_28\">\n     <path d=\"M 61.160938 158.940313 \nL 71.160938 158.940313 \nL 81.160938 158.940313 \n\" style=\"fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #bf00bf; stroke-width: 1.5\"/>\n    </g>\n    <g id=\"text_16\">\n     <!-- one step pred -->\n     <g transform=\"translate(89.160938 162.440313) scale(0.1 -0.1)\">\n      <defs>\n       <path id=\"DejaVuSans-6f\" d=\"M 1959 3097 \nQ 1497 3097 1228 2736 \nQ 959 2375 959 1747 \nQ 959 1119 1226 758 \nQ 1494 397 1959 397 \nQ 2419 397 2687 759 \nQ 2956 1122 2956 1747 \nQ 2956 2369 2687 2733 \nQ 2419 3097 1959 3097 \nz\nM 1959 3584 \nQ 2709 3584 3137 3096 \nQ 3566 2609 3566 1747 \nQ 3566 888 3137 398 \nQ 2709 -91 1959 -91 \nQ 1206 -91 779 398 \nQ 353 888 353 1747 \nQ 353 2609 779 3096 \nQ 1206 3584 1959 3584 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \nL 3513 0 \nL 2938 0 \nL 2938 2094 \nQ 2938 2591 2744 2837 \nQ 2550 3084 2163 3084 \nQ 1697 3084 1428 2787 \nQ 1159 2491 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1366 3272 1645 3428 \nQ 1925 3584 2291 3584 \nQ 2894 3584 3203 3211 \nQ 3513 2838 3513 2113 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \nL 2834 2853 \nQ 2591 2978 2328 3040 \nQ 2066 3103 1784 3103 \nQ 1356 3103 1142 2972 \nQ 928 2841 928 2578 \nQ 928 2378 1081 2264 \nQ 1234 2150 1697 2047 \nL 1894 2003 \nQ 2506 1872 2764 1633 \nQ 3022 1394 3022 966 \nQ 3022 478 2636 193 \nQ 2250 -91 1575 -91 \nQ 1294 -91 989 -36 \nQ 684 19 347 128 \nL 347 722 \nQ 666 556 975 473 \nQ 1284 391 1588 391 \nQ 1994 391 2212 530 \nQ 2431 669 2431 922 \nQ 2431 1156 2273 1281 \nQ 2116 1406 1581 1522 \nL 1381 1569 \nQ 847 1681 609 1914 \nQ 372 2147 372 2553 \nQ 372 3047 722 3315 \nQ 1072 3584 1716 3584 \nQ 2034 3584 2315 3537 \nQ 2597 3491 2834 3397 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-70\" d=\"M 1159 525 \nL 1159 -1331 \nL 581 -1331 \nL 581 3500 \nL 1159 3500 \nL 1159 2969 \nQ 1341 3281 1617 3432 \nQ 1894 3584 2278 3584 \nQ 2916 3584 3314 3078 \nQ 3713 2572 3713 1747 \nQ 3713 922 3314 415 \nQ 2916 -91 2278 -91 \nQ 1894 -91 1617 61 \nQ 1341 213 1159 525 \nz\nM 3116 1747 \nQ 3116 2381 2855 2742 \nQ 2594 3103 2138 3103 \nQ 1681 3103 1420 2742 \nQ 1159 2381 1159 1747 \nQ 1159 1113 1420 752 \nQ 1681 391 2138 391 \nQ 2594 391 2855 752 \nQ 3116 1113 3116 1747 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \nQ 2534 3019 2420 3045 \nQ 2306 3072 2169 3072 \nQ 1681 3072 1420 2755 \nQ 1159 2438 1159 1844 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1341 3275 1631 3429 \nQ 1922 3584 2338 3584 \nQ 2397 3584 2469 3576 \nQ 2541 3569 2628 3553 \nL 2631 2963 \nz\n\" transform=\"scale(0.015625)\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-6f\"/>\n      <use xlink:href=\"#DejaVuSans-6e\" x=\"61.181641\"/>\n      <use xlink:href=\"#DejaVuSans-65\" x=\"124.560547\"/>\n      <use xlink:href=\"#DejaVuSans-20\" x=\"186.083984\"/>\n      <use xlink:href=\"#DejaVuSans-73\" x=\"217.871094\"/>\n      <use xlink:href=\"#DejaVuSans-74\" x=\"269.970703\"/>\n      <use xlink:href=\"#DejaVuSans-65\" x=\"309.179688\"/>\n      <use xlink:href=\"#DejaVuSans-70\" x=\"370.703125\"/>\n      <use xlink:href=\"#DejaVuSans-20\" x=\"434.179688\"/>\n      <use xlink:href=\"#DejaVuSans-70\" x=\"465.966797\"/>\n      <use xlink:href=\"#DejaVuSans-72\" x=\"529.443359\"/>\n      <use xlink:href=\"#DejaVuSans-65\" x=\"568.306641\"/>\n      <use xlink:href=\"#DejaVuSans-64\" x=\"629.830078\"/>\n     </g>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"pe9baed26bb\">\n   <rect x=\"52.160938\" y=\"7.2\" width=\"334.8\" height=\"166.32\"/>\n  </clipPath>\n </defs>\n</svg>\n"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 6
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-19T02:52:28.154273Z",
     "start_time": "2025-09-19T02:52:28.130967Z"
    }
   },
   "source": [
    "multistep_preds = torch.zeros(T)\n",
    "multistep_preds[:n_train+tau] = x[:n_train+tau]\n",
    "for i in range(n_train+tau, T):\n",
    "    multistep_preds[i] = net(multistep_preds[i - tau:i].reshape((1, -1)))\n"
   ],
   "outputs": [],
   "execution_count": 10
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-19T02:52:30.043807Z",
     "start_time": "2025-09-19T02:52:29.908571Z"
    }
   },
   "cell_type": "code",
   "source": "d2l.plot([time, time[tau:], time[n_train + tau:]],[x.detach().numpy(),onestep_preds.detach().numpy(), multistep_preds[n_train + tau:].detach().numpy()],'time', 'x',legend=['data','1-step preds','multistep preds'], xlim=[1,1000],figsize=(6,3))",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ],
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"406.885938pt\" height=\"211.07625pt\" viewBox=\"0 0 406.885938 211.07625\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n <metadata>\n  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2025-09-19T10:52:30.022438</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.7.2, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 211.07625 \nL 406.885938 211.07625 \nL 406.885938 0 \nL 0 0 \nz\n\" style=\"fill: #ffffff\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 52.160938 173.52 \nL 386.960938 173.52 \nL 386.960938 7.2 \nL 52.160938 7.2 \nz\n\" style=\"fill: #ffffff\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <path d=\"M 118.852829 173.52 \nL 118.852829 7.2 \n\" clip-path=\"url(#pf711fbeddb)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n     </g>\n     <g id=\"line2d_2\">\n      <defs>\n       <path id=\"m08e23f1bd3\" d=\"M 0 0 \nL 0 3.5 \n\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </defs>\n      <g>\n       <use xlink:href=\"#m08e23f1bd3\" x=\"118.852829\" y=\"173.52\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 200 -->\n      <g transform=\"translate(109.309079 188.118438) scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \nL 3431 531 \nL 3431 0 \nL 469 0 \nL 469 531 \nQ 828 903 1448 1529 \nQ 2069 2156 2228 2338 \nQ 2531 2678 2651 2914 \nQ 2772 3150 2772 3378 \nQ 2772 3750 2511 3984 \nQ 2250 4219 1831 4219 \nQ 1534 4219 1204 4116 \nQ 875 4013 500 3803 \nL 500 4441 \nQ 881 4594 1212 4672 \nQ 1544 4750 1819 4750 \nQ 2544 4750 2975 4387 \nQ 3406 4025 3406 3419 \nQ 3406 3131 3298 2873 \nQ 3191 2616 2906 2266 \nQ 2828 2175 2409 1742 \nQ 1991 1309 1228 531 \nz\n\" transform=\"scale(0.015625)\"/>\n        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \nQ 1547 4250 1301 3770 \nQ 1056 3291 1056 2328 \nQ 1056 1369 1301 889 \nQ 1547 409 2034 409 \nQ 2525 409 2770 889 \nQ 3016 1369 3016 2328 \nQ 3016 3291 2770 3770 \nQ 2525 4250 2034 4250 \nz\nM 2034 4750 \nQ 2819 4750 3233 4129 \nQ 3647 3509 3647 2328 \nQ 3647 1150 3233 529 \nQ 2819 -91 2034 -91 \nQ 1250 -91 836 529 \nQ 422 1150 422 2328 \nQ 422 3509 836 4129 \nQ 1250 4750 2034 4750 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_3\">\n      <path d=\"M 185.879856 173.52 \nL 185.879856 7.2 \n\" clip-path=\"url(#pf711fbeddb)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n     </g>\n     <g id=\"line2d_4\">\n      <g>\n       <use xlink:href=\"#m08e23f1bd3\" x=\"185.879856\" y=\"173.52\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 400 -->\n      <g transform=\"translate(176.336106 188.118438) scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \nL 825 1625 \nL 2419 1625 \nL 2419 4116 \nz\nM 2253 4666 \nL 3047 4666 \nL 3047 1625 \nL 3713 1625 \nL 3713 1100 \nL 3047 1100 \nL 3047 0 \nL 2419 0 \nL 2419 1100 \nL 313 1100 \nL 313 1709 \nL 2253 4666 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-34\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_5\">\n      <path d=\"M 252.906883 173.52 \nL 252.906883 7.2 \n\" clip-path=\"url(#pf711fbeddb)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n     </g>\n     <g id=\"line2d_6\">\n      <g>\n       <use xlink:href=\"#m08e23f1bd3\" x=\"252.906883\" y=\"173.52\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 600 -->\n      <g transform=\"translate(243.363133 188.118438) scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \nQ 1688 2584 1439 2293 \nQ 1191 2003 1191 1497 \nQ 1191 994 1439 701 \nQ 1688 409 2113 409 \nQ 2538 409 2786 701 \nQ 3034 994 3034 1497 \nQ 3034 2003 2786 2293 \nQ 2538 2584 2113 2584 \nz\nM 3366 4563 \nL 3366 3988 \nQ 3128 4100 2886 4159 \nQ 2644 4219 2406 4219 \nQ 1781 4219 1451 3797 \nQ 1122 3375 1075 2522 \nQ 1259 2794 1537 2939 \nQ 1816 3084 2150 3084 \nQ 2853 3084 3261 2657 \nQ 3669 2231 3669 1497 \nQ 3669 778 3244 343 \nQ 2819 -91 2113 -91 \nQ 1303 -91 875 529 \nQ 447 1150 447 2328 \nQ 447 3434 972 4092 \nQ 1497 4750 2381 4750 \nQ 2619 4750 2861 4703 \nQ 3103 4656 3366 4563 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-36\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_7\">\n      <path d=\"M 319.93391 173.52 \nL 319.93391 7.2 \n\" clip-path=\"url(#pf711fbeddb)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n     </g>\n     <g id=\"line2d_8\">\n      <g>\n       <use xlink:href=\"#m08e23f1bd3\" x=\"319.93391\" y=\"173.52\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 800 -->\n      <g transform=\"translate(310.39016 188.118438) scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-38\" d=\"M 2034 2216 \nQ 1584 2216 1326 1975 \nQ 1069 1734 1069 1313 \nQ 1069 891 1326 650 \nQ 1584 409 2034 409 \nQ 2484 409 2743 651 \nQ 3003 894 3003 1313 \nQ 3003 1734 2745 1975 \nQ 2488 2216 2034 2216 \nz\nM 1403 2484 \nQ 997 2584 770 2862 \nQ 544 3141 544 3541 \nQ 544 4100 942 4425 \nQ 1341 4750 2034 4750 \nQ 2731 4750 3128 4425 \nQ 3525 4100 3525 3541 \nQ 3525 3141 3298 2862 \nQ 3072 2584 2669 2484 \nQ 3125 2378 3379 2068 \nQ 3634 1759 3634 1313 \nQ 3634 634 3220 271 \nQ 2806 -91 2034 -91 \nQ 1263 -91 848 271 \nQ 434 634 434 1313 \nQ 434 1759 690 2068 \nQ 947 2378 1403 2484 \nz\nM 1172 3481 \nQ 1172 3119 1398 2916 \nQ 1625 2713 2034 2713 \nQ 2441 2713 2670 2916 \nQ 2900 3119 2900 3481 \nQ 2900 3844 2670 4047 \nQ 2441 4250 2034 4250 \nQ 1625 4250 1398 4047 \nQ 1172 3844 1172 3481 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-38\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_9\">\n      <path d=\"M 386.960938 173.52 \nL 386.960938 7.2 \n\" clip-path=\"url(#pf711fbeddb)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n     </g>\n     <g id=\"line2d_10\">\n      <g>\n       <use xlink:href=\"#m08e23f1bd3\" x=\"386.960938\" y=\"173.52\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 1000 -->\n      <g transform=\"translate(374.235937 188.118438) scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-31\" d=\"M 794 531 \nL 1825 531 \nL 1825 4091 \nL 703 3866 \nL 703 4441 \nL 1819 4666 \nL 2450 4666 \nL 2450 531 \nL 3481 531 \nL 3481 0 \nL 794 0 \nL 794 531 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_6\">\n     <!-- time -->\n     <g transform=\"translate(208.264844 201.796563) scale(0.1 -0.1)\">\n      <defs>\n       <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \nL 1172 3500 \nL 2356 3500 \nL 2356 3053 \nL 1172 3053 \nL 1172 1153 \nQ 1172 725 1289 603 \nQ 1406 481 1766 481 \nL 2356 481 \nL 2356 0 \nL 1766 0 \nQ 1100 0 847 248 \nQ 594 497 594 1153 \nL 594 3053 \nL 172 3053 \nL 172 3500 \nL 594 3500 \nL 594 4494 \nL 1172 4494 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-69\" d=\"M 603 3500 \nL 1178 3500 \nL 1178 0 \nL 603 0 \nL 603 3500 \nz\nM 603 4863 \nL 1178 4863 \nL 1178 4134 \nL 603 4134 \nL 603 4863 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-6d\" d=\"M 3328 2828 \nQ 3544 3216 3844 3400 \nQ 4144 3584 4550 3584 \nQ 5097 3584 5394 3201 \nQ 5691 2819 5691 2113 \nL 5691 0 \nL 5113 0 \nL 5113 2094 \nQ 5113 2597 4934 2840 \nQ 4756 3084 4391 3084 \nQ 3944 3084 3684 2787 \nQ 3425 2491 3425 1978 \nL 3425 0 \nL 2847 0 \nL 2847 2094 \nQ 2847 2600 2669 2842 \nQ 2491 3084 2119 3084 \nQ 1678 3084 1418 2786 \nQ 1159 2488 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1356 3278 1631 3431 \nQ 1906 3584 2284 3584 \nQ 2666 3584 2933 3390 \nQ 3200 3197 3328 2828 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \nL 3597 1613 \nL 953 1613 \nQ 991 1019 1311 708 \nQ 1631 397 2203 397 \nQ 2534 397 2845 478 \nQ 3156 559 3463 722 \nL 3463 178 \nQ 3153 47 2828 -22 \nQ 2503 -91 2169 -91 \nQ 1331 -91 842 396 \nQ 353 884 353 1716 \nQ 353 2575 817 3079 \nQ 1281 3584 2069 3584 \nQ 2775 3584 3186 3129 \nQ 3597 2675 3597 1894 \nz\nM 3022 2063 \nQ 3016 2534 2758 2815 \nQ 2500 3097 2075 3097 \nQ 1594 3097 1305 2825 \nQ 1016 2553 972 2059 \nL 3022 2063 \nz\n\" transform=\"scale(0.015625)\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-74\"/>\n      <use xlink:href=\"#DejaVuSans-69\" x=\"39.208984\"/>\n      <use xlink:href=\"#DejaVuSans-6d\" x=\"66.992188\"/>\n      <use xlink:href=\"#DejaVuSans-65\" x=\"164.404297\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_11\">\n      <path d=\"M 52.160938 171.5108 \nL 386.960938 171.5108 \n\" clip-path=\"url(#pf711fbeddb)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n     </g>\n     <g id=\"line2d_12\">\n      <defs>\n       <path id=\"m0e8a69d1ed\" d=\"M 0 0 \nL -3.5 0 \n\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </defs>\n      <g>\n       <use xlink:href=\"#m0e8a69d1ed\" x=\"52.160938\" y=\"171.5108\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- −1.5 -->\n      <g transform=\"translate(20.878125 175.310018) scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-2212\" d=\"M 678 2272 \nL 4684 2272 \nL 4684 1741 \nL 678 1741 \nL 678 2272 \nz\n\" transform=\"scale(0.015625)\"/>\n        <path id=\"DejaVuSans-2e\" d=\"M 684 794 \nL 1344 794 \nL 1344 0 \nL 684 0 \nL 684 794 \nz\n\" transform=\"scale(0.015625)\"/>\n        <path id=\"DejaVuSans-35\" d=\"M 691 4666 \nL 3169 4666 \nL 3169 4134 \nL 1269 4134 \nL 1269 2991 \nQ 1406 3038 1543 3061 \nQ 1681 3084 1819 3084 \nQ 2600 3084 3056 2656 \nQ 3513 2228 3513 1497 \nQ 3513 744 3044 326 \nQ 2575 -91 1722 -91 \nQ 1428 -91 1123 -41 \nQ 819 9 494 109 \nL 494 744 \nQ 775 591 1075 516 \nQ 1375 441 1709 441 \nQ 2250 441 2565 725 \nQ 2881 1009 2881 1497 \nQ 2881 1984 2565 2268 \nQ 2250 2553 1709 2553 \nQ 1456 2553 1204 2497 \nQ 953 2441 691 2322 \nL 691 4666 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-2212\"/>\n       <use xlink:href=\"#DejaVuSans-31\" x=\"83.789062\"/>\n       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n       <use xlink:href=\"#DejaVuSans-35\" x=\"179.199219\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_13\">\n      <path d=\"M 52.160938 145.38131 \nL 386.960938 145.38131 \n\" clip-path=\"url(#pf711fbeddb)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n     </g>\n     <g id=\"line2d_14\">\n      <g>\n       <use xlink:href=\"#m0e8a69d1ed\" x=\"52.160938\" y=\"145.38131\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- −1.0 -->\n      <g transform=\"translate(20.878125 149.180528) scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-2212\"/>\n       <use xlink:href=\"#DejaVuSans-31\" x=\"83.789062\"/>\n       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"179.199219\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_15\">\n      <path d=\"M 52.160938 119.25182 \nL 386.960938 119.25182 \n\" clip-path=\"url(#pf711fbeddb)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n     </g>\n     <g id=\"line2d_16\">\n      <g>\n       <use xlink:href=\"#m0e8a69d1ed\" x=\"52.160938\" y=\"119.25182\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- −0.5 -->\n      <g transform=\"translate(20.878125 123.051039) scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-2212\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n       <use xlink:href=\"#DejaVuSans-35\" x=\"179.199219\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_17\">\n      <path d=\"M 52.160938 93.12233 \nL 386.960938 93.12233 \n\" clip-path=\"url(#pf711fbeddb)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n     </g>\n     <g id=\"line2d_18\">\n      <g>\n       <use xlink:href=\"#m0e8a69d1ed\" x=\"52.160938\" y=\"93.12233\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 0.0 -->\n      <g transform=\"translate(29.257812 96.921549) scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_19\">\n      <path d=\"M 52.160938 66.99284 \nL 386.960938 66.99284 \n\" clip-path=\"url(#pf711fbeddb)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n     </g>\n     <g id=\"line2d_20\">\n      <g>\n       <use xlink:href=\"#m0e8a69d1ed\" x=\"52.160938\" y=\"66.99284\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 0.5 -->\n      <g transform=\"translate(29.257812 70.792059) scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-35\" x=\"95.410156\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_21\">\n      <path d=\"M 52.160938 40.86335 \nL 386.960938 40.86335 \n\" clip-path=\"url(#pf711fbeddb)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n     </g>\n     <g id=\"line2d_22\">\n      <g>\n       <use xlink:href=\"#m0e8a69d1ed\" x=\"52.160938\" y=\"40.86335\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 1.0 -->\n      <g transform=\"translate(29.257812 44.662569) scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_23\">\n      <path d=\"M 52.160938 14.73386 \nL 386.960938 14.73386 \n\" clip-path=\"url(#pf711fbeddb)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n     </g>\n     <g id=\"line2d_24\">\n      <g>\n       <use xlink:href=\"#m0e8a69d1ed\" x=\"52.160938\" y=\"14.73386\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 1.5 -->\n      <g transform=\"translate(29.257812 18.533079) scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n       <use xlink:href=\"#DejaVuSans-35\" x=\"95.410156\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_14\">\n     <!-- x -->\n     <g transform=\"translate(14.798438 93.319375) rotate(-90) scale(0.1 -0.1)\">\n      <defs>\n       <path id=\"DejaVuSans-78\" d=\"M 3513 3500 \nL 2247 1797 \nL 3578 0 \nL 2900 0 \nL 1881 1375 \nL 863 0 \nL 184 0 \nL 1544 1831 \nL 300 3500 \nL 978 3500 \nL 1906 2253 \nL 2834 3500 \nL 3513 3500 \nz\n\" transform=\"scale(0.015625)\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-78\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_25\">\n    <path d=\"M 52.160938 77.8767 \nL 52.496073 69.198337 \nL 52.831208 81.021984 \nL 53.166343 84.215227 \nL 53.501478 115.907584 \nL 53.836613 72.281636 \nL 54.171748 73.12672 \nL 54.842019 90.537308 \nL 55.512289 72.213263 \nL 55.847424 102.967406 \nL 56.182559 88.15221 \nL 56.517694 91.137021 \nL 56.852829 88.667265 \nL 57.187965 89.647276 \nL 57.5231 67.676194 \nL 57.858235 81.485769 \nL 58.19337 70.227407 \nL 58.528505 71.373299 \nL 58.86364 99.610881 \nL 59.198775 82.925816 \nL 59.53391 86.495689 \nL 59.869046 69.928307 \nL 60.204181 76.897596 \nL 60.539316 89.215963 \nL 60.874451 78.100758 \nL 61.209586 76.388089 \nL 61.544721 79.009042 \nL 62.214992 67.825465 \nL 62.550127 67.600763 \nL 62.885262 95.722066 \nL 63.220397 72.607515 \nL 63.555532 63.141997 \nL 63.890667 65.683707 \nL 64.225802 63.876825 \nL 64.560938 95.293953 \nL 64.896073 58.6896 \nL 65.231208 70.369178 \nL 65.566343 72.512871 \nL 65.901478 81.937376 \nL 66.236613 99.284278 \nL 66.571748 85.372024 \nL 67.242019 66.637871 \nL 67.577154 79.78446 \nL 67.912289 78.220059 \nL 68.247424 66.468643 \nL 68.582559 88.846258 \nL 68.917694 66.547475 \nL 69.252829 67.751311 \nL 69.587965 70.548987 \nL 69.9231 68.805761 \nL 70.258235 60.237582 \nL 70.59337 79.710438 \nL 70.928505 72.753464 \nL 71.26364 57.649181 \nL 71.598775 65.192481 \nL 71.93391 43.119649 \nL 72.269046 70.804447 \nL 72.604181 67.938124 \nL 72.939316 60.616831 \nL 73.274451 80.59791 \nL 73.609586 71.000965 \nL 73.944721 65.711821 \nL 74.279856 74.169232 \nL 74.614992 66.003882 \nL 74.950127 52.824628 \nL 75.285262 58.493839 \nL 75.620397 43.39245 \nL 75.955532 65.236204 \nL 76.290667 62.215735 \nL 76.625802 51.664669 \nL 76.960938 52.437816 \nL 77.296073 67.057006 \nL 77.631208 47.07931 \nL 77.966343 55.8959 \nL 78.301478 56.449694 \nL 78.636613 52.30082 \nL 78.971748 84.163337 \nL 79.306883 45.040448 \nL 80.647424 69.279187 \nL 80.982559 61.662739 \nL 81.317694 69.907626 \nL 81.652829 58.016316 \nL 81.987965 54.331587 \nL 82.3231 59.931854 \nL 82.658235 60.973933 \nL 82.99337 52.360726 \nL 83.328505 37.881072 \nL 83.66364 62.267857 \nL 83.998775 65.426586 \nL 84.33391 27.625212 \nL 85.004181 50.195097 \nL 85.339316 45.572161 \nL 85.674451 52.089529 \nL 86.009586 38.850292 \nL 86.679856 56.973552 \nL 87.014992 45.160987 \nL 87.350127 39.088767 \nL 87.685262 28.705122 \nL 88.020397 28.744182 \nL 88.355532 47.207145 \nL 88.690667 39.436213 \nL 89.025802 61.550413 \nL 89.360938 43.394509 \nL 89.696073 34.27096 \nL 90.031208 65.985136 \nL 90.366343 60.245834 \nL 90.701478 31.332091 \nL 91.036613 46.916819 \nL 91.371748 24.693495 \nL 91.706883 52.746214 \nL 92.042019 42.537073 \nL 92.377154 45.204836 \nL 92.712289 42.386871 \nL 93.047424 44.620027 \nL 93.382559 36.021447 \nL 93.717694 39.368352 \nL 94.052829 44.663613 \nL 94.387965 45.281677 \nL 94.7231 56.672321 \nL 95.058235 47.266034 \nL 95.39337 44.347989 \nL 95.728505 59.673008 \nL 96.06364 46.639903 \nL 96.398775 40.377578 \nL 97.069046 56.096305 \nL 97.404181 26.145284 \nL 98.074451 56.103501 \nL 98.409586 38.927117 \nL 98.744721 37.16503 \nL 99.079856 51.468475 \nL 99.414992 42.699502 \nL 99.750127 47.733522 \nL 100.085262 32.012885 \nL 100.420397 33.952009 \nL 100.755532 43.778225 \nL 101.090667 28.083816 \nL 101.425802 37.807013 \nL 102.096073 65.68418 \nL 102.431208 36.452147 \nL 102.766343 42.012332 \nL 103.101478 58.877063 \nL 103.436613 41.417795 \nL 103.771748 61.612966 \nL 104.106883 23.995613 \nL 104.442019 55.28868 \nL 104.777154 32.242533 \nL 105.112289 36.92268 \nL 105.447424 37.549811 \nL 105.782559 49.962855 \nL 106.117694 47.231279 \nL 106.452829 30.24617 \nL 106.787965 46.343747 \nL 107.1231 36.48742 \nL 107.458235 40.594474 \nL 107.79337 36.572961 \nL 108.128505 35.801835 \nL 108.46364 40.809325 \nL 108.798775 41.896552 \nL 109.13391 43.747057 \nL 109.469046 42.05832 \nL 109.804181 51.747226 \nL 110.139316 36.937052 \nL 110.474451 51.200848 \nL 110.809586 24.348716 \nL 111.479856 46.570513 \nL 111.814992 36.936373 \nL 112.150127 37.412022 \nL 112.485262 19.586335 \nL 112.820397 57.37458 \nL 113.155532 39.447719 \nL 113.490667 47.28682 \nL 113.825802 35.409255 \nL 114.160938 46.488732 \nL 114.496073 51.343537 \nL 114.831208 52.708156 \nL 115.166343 42.425766 \nL 115.501478 38.985789 \nL 115.836613 40.268203 \nL 116.171748 42.996023 \nL 116.506883 20.65842 \nL 116.842019 43.952116 \nL 117.177154 46.670887 \nL 117.512289 26.958491 \nL 117.847424 14.76 \nL 118.182559 59.709981 \nL 118.517694 41.452295 \nL 118.852829 49.714322 \nL 119.187965 49.232298 \nL 119.5231 49.791973 \nL 119.858235 51.953726 \nL 120.19337 35.102184 \nL 120.528505 59.854147 \nL 120.86364 55.490745 \nL 121.198775 46.52545 \nL 121.53391 44.03609 \nL 122.204181 32.021102 \nL 122.539316 37.047008 \nL 122.874451 36.171478 \nL 123.209586 53.049986 \nL 123.544721 35.052421 \nL 123.879856 50.490815 \nL 124.214992 60.436346 \nL 124.550127 51.660134 \nL 124.885262 62.537748 \nL 125.555532 45.343476 \nL 125.890667 68.256328 \nL 126.225802 60.442152 \nL 126.560938 38.911063 \nL 126.896073 58.870584 \nL 127.231208 53.382904 \nL 127.566343 55.119461 \nL 127.901478 63.689942 \nL 128.236613 48.501015 \nL 128.571748 47.65521 \nL 128.906883 50.972453 \nL 129.242019 59.112049 \nL 129.577154 48.061565 \nL 129.912289 73.245398 \nL 130.247424 62.741729 \nL 130.582559 46.169242 \nL 130.917694 48.62443 \nL 131.252829 49.021502 \nL 131.587965 66.077492 \nL 131.9231 58.41964 \nL 132.258235 65.028112 \nL 132.59337 65.511525 \nL 132.928505 43.758006 \nL 133.26364 64.429373 \nL 133.93391 50.911769 \nL 134.269046 65.434432 \nL 134.604181 56.410684 \nL 134.939316 50.573181 \nL 135.274451 66.912345 \nL 135.609586 75.136163 \nL 135.944721 71.280011 \nL 136.279856 72.199383 \nL 136.614992 87.368568 \nL 136.950127 73.203959 \nL 137.285262 66.696587 \nL 137.620397 34.272106 \nL 137.955532 69.93173 \nL 138.625802 73.378682 \nL 138.960938 71.733925 \nL 139.296073 55.338459 \nL 139.631208 71.024257 \nL 139.966343 68.512885 \nL 140.301478 61.133094 \nL 140.636613 63.510154 \nL 140.971748 79.329566 \nL 141.306883 51.966606 \nL 141.642019 79.850199 \nL 142.312289 53.206384 \nL 142.647424 66.694815 \nL 142.982559 62.280942 \nL 143.317694 93.302482 \nL 143.987965 57.280364 \nL 144.658235 106.392825 \nL 144.99337 83.562232 \nL 145.328505 77.203731 \nL 145.66364 78.201907 \nL 145.998775 81.735366 \nL 146.33391 83.872191 \nL 146.669046 68.166789 \nL 147.004181 70.145673 \nL 147.339316 78.530502 \nL 147.674451 61.848962 \nL 148.009586 69.071121 \nL 148.344721 95.808404 \nL 148.679856 86.802496 \nL 149.014992 87.060967 \nL 149.350127 70.299569 \nL 149.685262 82.606164 \nL 150.020397 77.844112 \nL 150.355532 57.971468 \nL 150.690667 75.393264 \nL 151.025802 84.201909 \nL 151.360938 77.521742 \nL 151.696073 88.386763 \nL 152.031208 92.455873 \nL 152.366343 55.518514 \nL 153.036613 88.931483 \nL 153.371748 83.365133 \nL 153.706883 87.374109 \nL 154.042019 78.507237 \nL 154.377154 75.127801 \nL 154.712289 80.988129 \nL 155.047424 68.356164 \nL 155.382559 84.775898 \nL 155.717694 108.115659 \nL 156.052829 91.458252 \nL 156.387965 96.804607 \nL 156.7231 100.294139 \nL 157.058235 93.816855 \nL 157.39337 91.9888 \nL 157.728505 86.765638 \nL 158.06364 104.28855 \nL 158.398775 92.554639 \nL 158.73391 98.959568 \nL 159.069046 96.92582 \nL 159.404181 93.680983 \nL 159.739316 92.310104 \nL 160.074451 108.135931 \nL 160.409586 94.591139 \nL 160.744721 96.299071 \nL 161.079856 99.052932 \nL 161.414992 103.144252 \nL 161.750127 109.847355 \nL 162.085262 109.2267 \nL 162.420397 104.610707 \nL 162.755532 111.839149 \nL 163.090667 100.370696 \nL 163.425802 96.346059 \nL 163.760938 90.135142 \nL 164.096073 109.866468 \nL 164.431208 110.959188 \nL 164.766343 99.982601 \nL 165.101478 108.170327 \nL 165.436613 86.875343 \nL 165.771748 116.03996 \nL 166.106883 103.23874 \nL 166.442019 117.755607 \nL 166.777154 91.021916 \nL 167.112289 123.755298 \nL 167.447424 116.471041 \nL 167.782559 101.402388 \nL 168.117694 107.590221 \nL 168.452829 110.122329 \nL 168.787965 123.244614 \nL 169.1231 104.066205 \nL 169.458235 106.941325 \nL 169.79337 108.425664 \nL 170.128505 127.89332 \nL 170.46364 116.854949 \nL 170.798775 96.711443 \nL 171.13391 116.0869 \nL 171.469046 94.133595 \nL 171.804181 127.309713 \nL 172.139316 111.937929 \nL 172.474451 117.085748 \nL 172.809586 108.769242 \nL 173.479856 105.285845 \nL 173.814992 134.318061 \nL 174.150127 108.96482 \nL 174.485262 117.467932 \nL 174.820397 113.834437 \nL 175.490667 128.502478 \nL 175.825802 128.447481 \nL 176.160938 128.954537 \nL 176.496073 125.281772 \nL 176.831208 125.325492 \nL 177.166343 102.511154 \nL 177.501478 149.004991 \nL 177.836613 132.87919 \nL 178.171748 111.307355 \nL 178.506883 119.761856 \nL 178.842019 117.171617 \nL 179.177154 134.460657 \nL 179.512289 143.369958 \nL 179.847424 128.049836 \nL 180.182559 137.61053 \nL 180.517694 137.669426 \nL 181.187965 128.147388 \nL 181.5231 145.057774 \nL 181.858235 123.975918 \nL 182.19337 112.633565 \nL 182.528505 134.123792 \nL 182.86364 142.44226 \nL 183.198775 126.272904 \nL 183.53391 121.495594 \nL 183.869046 147.777155 \nL 184.204181 130.590645 \nL 184.539316 130.33882 \nL 184.874451 135.019528 \nL 185.209586 152.123332 \nL 185.544721 131.956709 \nL 185.879856 139.763852 \nL 186.214992 139.711762 \nL 186.550127 131.696009 \nL 186.885262 149.975636 \nL 187.220397 132.480351 \nL 187.555532 147.852803 \nL 187.890667 132.280516 \nL 188.225802 128.057854 \nL 188.560938 134.773914 \nL 188.896073 137.91106 \nL 189.231208 133.331872 \nL 189.566343 138.689698 \nL 189.901478 142.090466 \nL 190.236613 116.239066 \nL 190.571748 134.684221 \nL 190.906883 124.468817 \nL 191.242019 157.916258 \nL 191.577154 121.188931 \nL 191.912289 148.709395 \nL 192.247424 135.429203 \nL 192.917694 145.387216 \nL 193.252829 142.450247 \nL 193.587965 130.271791 \nL 193.9231 141.697954 \nL 194.258235 159.560384 \nL 194.59337 149.912934 \nL 194.928505 136.616355 \nL 195.26364 135.344279 \nL 195.598775 142.097294 \nL 195.93391 140.214014 \nL 196.269046 159.143569 \nL 196.604181 139.124274 \nL 196.939316 136.027661 \nL 197.274451 144.355113 \nL 197.609586 158.50958 \nL 197.944721 153.441455 \nL 198.279856 158.768326 \nL 198.614992 144.642669 \nL 198.950127 146.008272 \nL 199.285262 159.890473 \nL 199.620397 143.554861 \nL 199.955532 150.403097 \nL 200.290667 138.743919 \nL 200.625802 151.477132 \nL 200.960938 135.126032 \nL 201.296073 142.566102 \nL 201.631208 165.244911 \nL 201.966343 153.705385 \nL 202.301478 115.401438 \nL 202.636613 145.790524 \nL 202.971748 142.354723 \nL 203.306883 134.227184 \nL 203.642019 140.839843 \nL 203.977154 156.244422 \nL 204.312289 129.641545 \nL 204.647424 139.518957 \nL 204.982559 140.39497 \nL 205.317694 162.006784 \nL 205.652829 139.542807 \nL 205.987965 146.234525 \nL 206.3231 145.701706 \nL 206.658235 160.93364 \nL 206.99337 132.89843 \nL 207.328505 160.212608 \nL 207.66364 117.564568 \nL 207.998775 143.757895 \nL 208.33391 137.340327 \nL 208.669046 135.09146 \nL 209.339316 150.502761 \nL 209.674451 132.367188 \nL 210.009586 156.590734 \nL 210.344721 159.434667 \nL 210.679856 165.96 \nL 211.014992 124.750832 \nL 211.350127 126.208189 \nL 211.685262 160.053388 \nL 212.020397 133.07035 \nL 212.355532 142.930409 \nL 212.690667 148.225935 \nL 213.025802 162.531497 \nL 213.360938 143.853936 \nL 213.696073 143.923899 \nL 214.031208 139.985376 \nL 214.366343 146.341913 \nL 214.701478 141.506648 \nL 215.371748 151.183879 \nL 215.706883 141.964052 \nL 216.042019 139.555538 \nL 216.377154 153.986658 \nL 216.712289 149.002418 \nL 217.047424 153.023632 \nL 217.382559 134.63818 \nL 218.052829 150.898924 \nL 218.387965 142.33651 \nL 219.058235 148.663207 \nL 219.39337 136.073011 \nL 219.728505 131.229111 \nL 220.06364 133.068082 \nL 220.398775 136.669737 \nL 220.73391 145.904703 \nL 221.069046 130.046738 \nL 221.404181 158.969012 \nL 221.739316 160.534244 \nL 222.409586 131.942443 \nL 222.744721 162.648748 \nL 223.079856 119.407455 \nL 223.414992 144.295818 \nL 223.750127 123.69006 \nL 224.085262 138.443358 \nL 224.420397 138.063708 \nL 224.755532 121.745192 \nL 225.090667 156.761498 \nL 225.425802 144.57963 \nL 225.760938 137.432827 \nL 226.096073 142.585912 \nL 226.431208 117.58109 \nL 226.766343 143.62821 \nL 227.101478 141.981452 \nL 227.436613 133.224521 \nL 227.771748 134.311703 \nL 228.106883 143.876771 \nL 228.442019 132.59087 \nL 228.777154 130.212733 \nL 229.112289 147.598224 \nL 229.447424 135.438404 \nL 229.782559 154.633531 \nL 230.452829 125.7751 \nL 230.787965 126.927409 \nL 231.1231 135.314261 \nL 231.458235 120.753325 \nL 231.79337 123.476283 \nL 232.128505 121.229618 \nL 232.46364 119.940831 \nL 232.798775 122.292174 \nL 233.13391 130.254217 \nL 233.469046 131.956756 \nL 233.804181 131.448352 \nL 234.139316 134.912897 \nL 234.474451 130.690941 \nL 234.809586 144.630493 \nL 235.144721 135.655695 \nL 235.479856 140.19587 \nL 235.814992 121.55406 \nL 236.150127 131.856946 \nL 236.485262 145.680463 \nL 236.820397 126.221378 \nL 237.155532 120.625282 \nL 237.490667 125.47224 \nL 237.825802 138.206107 \nL 238.160938 126.104374 \nL 238.496073 134.175848 \nL 238.831208 120.138323 \nL 239.166343 125.674539 \nL 239.501478 138.819963 \nL 239.836613 120.787747 \nL 240.171748 115.647504 \nL 240.506883 119.017402 \nL 240.842019 117.956127 \nL 241.177154 129.30026 \nL 241.512289 131.221221 \nL 241.847424 121.909695 \nL 242.182559 108.304804 \nL 242.517694 139.068119 \nL 242.852829 98.717802 \nL 243.187965 117.978508 \nL 243.5231 116.251015 \nL 243.858235 109.072456 \nL 244.19337 119.329486 \nL 244.528505 120.680895 \nL 244.86364 109.316141 \nL 245.198775 124.900386 \nL 245.53391 131.903504 \nL 246.539316 98.672415 \nL 246.874451 120.187785 \nL 247.544721 105.268073 \nL 247.879856 124.322869 \nL 248.214992 131.893714 \nL 248.550127 115.284697 \nL 248.885262 115.209513 \nL 249.220397 111.7671 \nL 249.555532 104.413907 \nL 249.890667 111.907288 \nL 250.225802 109.964699 \nL 250.560938 105.936785 \nL 250.896073 121.441523 \nL 251.231208 101.785164 \nL 251.566343 93.441164 \nL 251.901478 108.452521 \nL 252.571748 113.569379 \nL 252.906883 113.030561 \nL 253.242019 90.938617 \nL 253.577154 110.502501 \nL 253.912289 88.211835 \nL 254.247424 109.056715 \nL 254.582559 97.5901 \nL 254.917694 96.435177 \nL 255.252829 119.55058 \nL 255.587965 85.411735 \nL 255.9231 109.121178 \nL 256.258235 116.635543 \nL 256.59337 95.829861 \nL 257.26364 111.215105 \nL 257.598775 107.908961 \nL 257.93391 106.220242 \nL 258.269046 88.131675 \nL 258.604181 107.763597 \nL 258.939316 82.225696 \nL 259.274451 93.368514 \nL 259.609586 110.077417 \nL 259.944721 91.856105 \nL 260.279856 91.709944 \nL 260.614992 73.024225 \nL 260.950127 108.97649 \nL 261.285262 119.303284 \nL 261.620397 79.807801 \nL 261.955532 87.454416 \nL 262.290667 98.751341 \nL 262.625802 99.584112 \nL 262.960938 109.725389 \nL 263.296073 98.758882 \nL 263.631208 99.704829 \nL 263.966343 91.578396 \nL 264.301478 74.090033 \nL 264.636613 89.694159 \nL 264.971748 96.239257 \nL 265.306883 85.042967 \nL 265.642019 84.841291 \nL 265.977154 63.462967 \nL 266.312289 105.150855 \nL 266.647424 82.296715 \nL 266.982559 88.26257 \nL 267.317694 88.377654 \nL 267.652829 87.997362 \nL 267.987965 76.151765 \nL 268.3231 92.478816 \nL 268.658235 96.529861 \nL 268.99337 78.827382 \nL 269.328505 92.344113 \nL 269.66364 87.477834 \nL 269.998775 87.851313 \nL 270.33391 79.993208 \nL 270.669046 78.417134 \nL 271.004181 92.930612 \nL 271.674451 59.228729 \nL 272.009586 85.685306 \nL 272.344721 75.269289 \nL 272.679856 78.66323 \nL 273.014992 53.736773 \nL 273.350127 75.674668 \nL 273.685262 90.166575 \nL 274.020397 82.896407 \nL 274.355532 90.189671 \nL 274.690667 76.8357 \nL 275.025802 86.24064 \nL 276.031208 72.065738 \nL 276.366343 72.506752 \nL 276.701478 50.806588 \nL 277.036613 103.493155 \nL 277.371748 78.283796 \nL 277.706883 80.989956 \nL 278.042019 64.677794 \nL 278.377154 71.421223 \nL 278.712289 46.088632 \nL 279.047424 69.980045 \nL 279.382559 65.713061 \nL 279.717694 54.973252 \nL 280.052829 98.638087 \nL 280.7231 40.88854 \nL 281.058235 72.012601 \nL 281.39337 74.865245 \nL 281.728505 71.157631 \nL 282.06364 73.030844 \nL 282.398775 61.16143 \nL 282.73391 73.508649 \nL 283.069046 74.471578 \nL 283.404181 58.860351 \nL 283.739316 60.41851 \nL 284.074451 46.232104 \nL 284.409586 66.195711 \nL 284.744721 58.371297 \nL 285.079856 73.812826 \nL 285.414992 56.511556 \nL 285.750127 52.218077 \nL 286.085262 60.407701 \nL 286.420397 61.742003 \nL 287.090667 55.118688 \nL 287.425802 54.239875 \nL 287.760938 38.914857 \nL 288.096073 43.722926 \nL 288.766343 57.028495 \nL 289.436613 44.716681 \nL 289.771748 57.846057 \nL 290.106883 44.351991 \nL 290.442019 59.860339 \nL 290.777154 57.388002 \nL 291.112289 73.059987 \nL 291.447424 42.774539 \nL 291.782559 57.097137 \nL 292.117694 55.668119 \nL 292.452829 52.879353 \nL 292.787965 55.065642 \nL 293.1231 50.365011 \nL 293.458235 50.050723 \nL 293.79337 64.262961 \nL 294.128505 35.310656 \nL 294.46364 47.697311 \nL 294.798775 54.801986 \nL 295.13391 57.22225 \nL 295.804181 48.576987 \nL 296.139316 34.400589 \nL 296.474451 43.795391 \nL 296.809586 61.835512 \nL 297.144721 45.800625 \nL 297.479856 55.787459 \nL 297.814992 27.542861 \nL 298.485262 74.019506 \nL 298.820397 43.535217 \nL 299.155532 42.448664 \nL 299.490667 43.778726 \nL 299.825802 51.737819 \nL 300.160938 52.798064 \nL 300.496073 41.553697 \nL 300.831208 45.947108 \nL 301.166343 43.547867 \nL 301.501478 54.247507 \nL 301.836613 29.147976 \nL 302.506883 37.951089 \nL 302.842019 59.180471 \nL 303.177154 52.744379 \nL 303.512289 40.78711 \nL 303.847424 47.186072 \nL 304.182559 51.259738 \nL 304.517694 25.753974 \nL 304.852829 34.376592 \nL 305.5231 59.398419 \nL 305.858235 41.801912 \nL 306.19337 36.478592 \nL 306.528505 26.811637 \nL 306.86364 33.672087 \nL 307.198775 56.008618 \nL 307.53391 49.008292 \nL 307.869046 25.938549 \nL 308.204181 37.490112 \nL 308.874451 27.684301 \nL 309.544721 50.009339 \nL 309.879856 32.150239 \nL 310.214992 42.416908 \nL 310.885262 24.874351 \nL 311.890667 55.067252 \nL 312.225802 28.725468 \nL 312.560938 41.686973 \nL 312.896073 33.754955 \nL 313.231208 41.22348 \nL 313.566343 41.593253 \nL 313.901478 45.697503 \nL 314.236613 35.36508 \nL 314.571748 50.497487 \nL 314.906883 17.860905 \nL 315.577154 42.746091 \nL 315.912289 27.740737 \nL 316.247424 24.944748 \nL 316.582559 28.07558 \nL 316.917694 57.689279 \nL 317.252829 35.918855 \nL 317.587965 47.279447 \nL 317.9231 42.21868 \nL 318.258235 61.433225 \nL 318.59337 55.379759 \nL 318.928505 34.492309 \nL 319.26364 35.815005 \nL 319.598775 57.232507 \nL 319.93391 55.833927 \nL 320.269046 32.579756 \nL 320.604181 26.084083 \nL 321.274451 45.761685 \nL 321.609586 27.304623 \nL 321.944721 54.348797 \nL 322.279856 56.264708 \nL 322.614992 23.884057 \nL 322.950127 46.596087 \nL 323.285262 38.88387 \nL 323.620397 43.140363 \nL 323.955532 36.078268 \nL 324.290667 17.215477 \nL 324.625802 36.35029 \nL 324.960938 43.667435 \nL 325.296073 35.068961 \nL 325.631208 69.30561 \nL 325.966343 43.191827 \nL 326.301478 39.990767 \nL 326.636613 39.162028 \nL 326.971748 40.086418 \nL 327.306883 30.3215 \nL 327.642019 68.269907 \nL 327.977154 47.026728 \nL 328.312289 59.624521 \nL 328.647424 28.024328 \nL 328.982559 58.616995 \nL 329.317694 37.451151 \nL 329.652829 50.990905 \nL 329.987965 38.237059 \nL 330.3231 57.503215 \nL 330.99337 44.412591 \nL 331.328505 51.781147 \nL 331.66364 35.021608 \nL 331.998775 44.501477 \nL 332.33391 38.100036 \nL 332.669046 58.568266 \nL 333.004181 52.958879 \nL 333.339316 55.157466 \nL 334.009586 41.514892 \nL 334.344721 59.170419 \nL 334.679856 30.903802 \nL 335.014992 54.777214 \nL 335.350127 33.251878 \nL 335.685262 38.260172 \nL 336.355532 76.065791 \nL 336.690667 46.944576 \nL 337.025802 47.411216 \nL 337.360937 54.415056 \nL 337.696073 58.553505 \nL 338.031208 48.674162 \nL 338.366343 55.767985 \nL 338.701478 30.903497 \nL 339.371748 47.619159 \nL 339.706883 52.252558 \nL 340.042019 59.098322 \nL 340.377154 57.683881 \nL 340.712289 71.514685 \nL 341.047424 45.2966 \nL 341.382559 59.445787 \nL 341.717694 60.22835 \nL 342.052829 55.49334 \nL 342.387965 65.116506 \nL 342.7231 65.51118 \nL 343.058235 39.610509 \nL 343.39337 77.643802 \nL 343.728505 59.022503 \nL 344.06364 58.271951 \nL 344.398775 63.170769 \nL 344.73391 45.92127 \nL 345.069046 52.505767 \nL 345.404181 67.545899 \nL 345.739316 57.095698 \nL 346.074451 70.025133 \nL 346.409586 72.751558 \nL 346.744721 49.758161 \nL 347.079856 54.022616 \nL 347.414992 53.102549 \nL 347.750127 72.209955 \nL 348.420397 55.810671 \nL 348.755532 74.020325 \nL 349.090667 60.327979 \nL 349.425802 55.771221 \nL 349.760938 62.887942 \nL 350.096073 47.460369 \nL 350.431208 58.86455 \nL 350.766343 60.377113 \nL 351.101478 79.443519 \nL 351.771748 48.103049 \nL 352.106883 52.957985 \nL 352.442019 71.876492 \nL 352.777154 71.714077 \nL 353.112289 65.102034 \nL 353.447424 56.153348 \nL 353.782559 75.9009 \nL 354.117694 69.141346 \nL 354.452829 53.18714 \nL 354.787965 64.075071 \nL 355.1231 88.896057 \nL 355.458235 78.14241 \nL 355.79337 78.231852 \nL 356.128505 79.458253 \nL 356.46364 90.306681 \nL 356.798775 74.496452 \nL 357.469046 57.082435 \nL 357.804181 66.586436 \nL 358.139316 91.75713 \nL 358.474451 95.070639 \nL 358.809586 74.990449 \nL 359.144721 85.4268 \nL 359.479856 88.421135 \nL 359.814992 55.642757 \nL 360.150127 92.619288 \nL 360.485262 64.913014 \nL 360.820397 74.406889 \nL 361.155532 74.722799 \nL 361.490667 97.420854 \nL 361.825802 89.505223 \nL 362.496073 95.927756 \nL 362.831208 88.742069 \nL 363.166343 105.448721 \nL 363.501478 98.189002 \nL 363.836613 87.73432 \nL 364.171748 92.577093 \nL 364.506883 82.226657 \nL 364.842019 66.331134 \nL 365.512289 88.991675 \nL 365.847424 80.867574 \nL 366.182559 85.465056 \nL 366.517694 117.43292 \nL 366.852829 95.873455 \nL 367.187965 91.169818 \nL 367.5231 88.860448 \nL 367.858235 89.913836 \nL 368.19337 75.559458 \nL 368.528505 82.136493 \nL 368.86364 91.060962 \nL 369.198775 86.163359 \nL 369.53391 95.22604 \nL 369.869046 88.94057 \nL 370.204181 97.938935 \nL 370.539316 96.040823 \nL 370.874451 108.608649 \nL 371.209586 104.408855 \nL 371.544721 91.662047 \nL 371.879856 87.554598 \nL 372.214992 89.845544 \nL 372.550127 94.720631 \nL 372.885262 101.862021 \nL 373.220397 98.712322 \nL 373.555532 99.232461 \nL 373.890667 100.303531 \nL 374.225802 110.689294 \nL 374.560938 101.264828 \nL 374.896073 101.092906 \nL 375.231208 101.090698 \nL 375.566343 115.2652 \nL 375.901478 99.930715 \nL 376.236613 109.116152 \nL 376.571748 100.221144 \nL 377.242019 110.819246 \nL 377.577154 126.338908 \nL 377.912289 113.487137 \nL 378.247424 117.548847 \nL 378.582559 124.507971 \nL 378.917694 117.0188 \nL 379.252829 122.177101 \nL 379.587965 99.72598 \nL 379.9231 103.965095 \nL 380.258235 114.91679 \nL 380.59337 99.631644 \nL 380.928505 140.930367 \nL 381.26364 103.000099 \nL 381.598775 109.622332 \nL 381.93391 99.252494 \nL 382.269046 121.593881 \nL 382.939316 109.352654 \nL 383.274451 112.040572 \nL 383.609586 108.424805 \nL 383.944721 128.413442 \nL 384.279856 109.519599 \nL 384.614992 118.65424 \nL 384.950127 91.123502 \nL 385.285262 109.360793 \nL 385.620397 112.623634 \nL 385.955532 131.01392 \nL 386.290667 121.651207 \nL 386.625802 136.217077 \nL 386.960938 114.726612 \nL 386.960938 114.726612 \n\" clip-path=\"url(#pf711fbeddb)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square\"/>\n   </g>\n   <g id=\"line2d_26\">\n    <path d=\"M 53.501478 73.642263 \nL 54.171748 89.535131 \nL 54.506883 81.328614 \nL 54.842019 89.94897 \nL 55.177154 73.768681 \nL 55.512289 77.032758 \nL 55.847424 79.111025 \nL 56.182559 84.610817 \nL 56.517694 83.139481 \nL 56.852829 84.633091 \nL 57.187965 96.555387 \nL 57.5231 88.922357 \nL 58.86364 69.879703 \nL 59.198775 76.411514 \nL 59.53391 75.652395 \nL 59.869046 80.036605 \nL 60.204181 86.0458 \nL 60.539316 76.016836 \nL 60.874451 77.938412 \nL 61.209586 74.257514 \nL 61.879856 78.923121 \nL 62.214992 73.917609 \nL 62.550127 72.388611 \nL 62.885262 70.27375 \nL 63.220397 69.874074 \nL 63.555532 72.383507 \nL 63.890667 73.269593 \nL 64.225802 73.606003 \nL 64.560938 64.975707 \nL 64.896073 64.508363 \nL 65.231208 69.795805 \nL 65.566343 68.949977 \nL 65.901478 73.394232 \nL 66.236613 65.542176 \nL 66.571748 74.675763 \nL 67.242019 84.014668 \nL 67.577154 82.687732 \nL 67.912289 73.961001 \nL 68.247424 71.370829 \nL 68.582559 70.722434 \nL 68.917694 73.816928 \nL 69.252829 73.242064 \nL 69.587965 70.022177 \nL 69.9231 71.747991 \nL 70.258235 65.946708 \nL 70.59337 65.876222 \nL 70.928505 65.663074 \nL 71.26364 67.061825 \nL 71.598775 66.733084 \nL 71.93391 67.386165 \nL 72.604181 55.590222 \nL 72.939316 59.170045 \nL 73.274451 58.451119 \nL 73.609586 65.705018 \nL 73.944721 66.994027 \nL 74.279856 67.290744 \nL 74.614992 70.164153 \nL 75.620397 62.216819 \nL 76.290667 52.112978 \nL 76.625802 55.566399 \nL 76.960938 54.854559 \nL 77.296073 57.809551 \nL 77.631208 55.807245 \nL 78.301478 54.276416 \nL 78.636613 56.126193 \nL 78.971748 52.163878 \nL 79.642019 60.56898 \nL 79.977154 57.431682 \nL 80.312289 59.253219 \nL 80.647424 51.056847 \nL 81.317694 60.723083 \nL 81.652829 63.058216 \nL 81.987965 64.255585 \nL 82.3231 60.506786 \nL 82.658235 59.529499 \nL 82.99337 56.704115 \nL 83.328505 56.518673 \nL 83.66364 54.861132 \nL 83.998775 51.283866 \nL 84.33391 51.805271 \nL 84.669046 51.275674 \nL 85.004181 50.18703 \nL 85.339316 46.087598 \nL 85.674451 40.27095 \nL 86.009586 45.755683 \nL 86.344721 48.219888 \nL 86.679856 45.601531 \nL 87.014992 47.350435 \nL 87.350127 47.083889 \nL 87.685262 48.239465 \nL 88.020397 45.75193 \nL 88.355532 37.983508 \nL 88.690667 35.255324 \nL 89.025802 36.479919 \nL 89.360938 40.8421 \nL 89.696073 48.769262 \nL 90.031208 46.216448 \nL 90.366343 48.610967 \nL 90.701478 48.705949 \nL 91.371748 51.606922 \nL 92.042019 36.812158 \nL 92.377154 42.633105 \nL 92.712289 40.416215 \nL 93.047424 46.688156 \nL 93.382559 43.75748 \nL 93.717694 43.711227 \nL 94.052829 41.404208 \nL 94.387965 41.317555 \nL 94.7231 41.069602 \nL 95.39337 48.473193 \nL 95.728505 48.66515 \nL 96.06364 50.276206 \nL 96.398775 49.766453 \nL 96.73391 48.611291 \nL 97.069046 48.866241 \nL 97.404181 46.08905 \nL 97.739316 45.699715 \nL 98.074451 43.167276 \nL 98.409586 43.811155 \nL 98.744721 41.149093 \nL 99.079856 44.491189 \nL 99.414992 45.424519 \nL 99.750127 42.994222 \nL 100.085262 44.055957 \nL 100.420397 46.129951 \nL 100.755532 40.712528 \nL 101.090667 39.724974 \nL 101.425802 36.828356 \nL 101.760938 36.434436 \nL 102.431208 42.32439 \nL 102.766343 49.809768 \nL 103.101478 50.036799 \nL 103.436613 49.597633 \nL 103.771748 45.328524 \nL 104.442019 51.042139 \nL 104.777154 43.427907 \nL 105.112289 46.600771 \nL 105.447424 37.34831 \nL 105.782559 42.274657 \nL 106.117694 37.847108 \nL 106.452829 42.483769 \nL 106.787965 43.502639 \nL 107.1231 43.338058 \nL 107.458235 41.841175 \nL 107.79337 38.465934 \nL 108.128505 41.569658 \nL 108.46364 38.511991 \nL 108.798775 38.969199 \nL 109.13391 39.030282 \nL 109.469046 40.480974 \nL 109.804181 42.579529 \nL 110.474451 45.193856 \nL 110.809586 44.324222 \nL 111.144721 45.068441 \nL 111.479856 38.065349 \nL 111.814992 39.946099 \nL 112.150127 36.835177 \nL 112.485262 40.376613 \nL 112.820397 39.418925 \nL 113.155532 35.171614 \nL 113.490667 39.546124 \nL 113.825802 39.389091 \nL 114.160938 47.25541 \nL 114.496073 41.640534 \nL 114.831208 44.448914 \nL 115.166343 45.070855 \nL 115.501478 49.012889 \nL 115.836613 47.722386 \nL 117.177154 36.6492 \nL 117.512289 38.480468 \nL 117.847424 36.597662 \nL 118.182559 37.800958 \nL 118.517694 34.397349 \nL 118.852829 36.059299 \nL 119.187965 39.282176 \nL 119.5231 50.287899 \nL 119.858235 46.82855 \nL 120.19337 49.492664 \nL 120.528505 48.606993 \nL 120.86364 46.920034 \nL 121.198775 49.705137 \nL 121.53391 48.831351 \nL 121.869046 52.461112 \nL 122.874451 39.097245 \nL 123.209586 37.143071 \nL 123.544721 37.709337 \nL 123.879856 41.956628 \nL 124.214992 42.333663 \nL 124.550127 47.93022 \nL 124.885262 48.297635 \nL 125.220397 53.885698 \nL 125.555532 56.908233 \nL 125.890667 54.029285 \nL 126.560938 55.469477 \nL 126.896073 54.58915 \nL 127.231208 55.399678 \nL 127.901478 49.896075 \nL 128.236613 55.66696 \nL 128.571748 55.454637 \nL 129.242019 52.789149 \nL 129.577154 49.68527 \nL 130.247424 53.665299 \nL 130.582559 58.855361 \nL 130.917694 57.862214 \nL 131.252829 58.500761 \nL 131.587965 52.02887 \nL 131.9231 49.312431 \nL 132.258235 54.004413 \nL 132.59337 56.864559 \nL 132.928505 61.852877 \nL 133.598775 57.470275 \nL 133.93391 57.258345 \nL 134.269046 53.491152 \nL 134.604181 57.393664 \nL 134.939316 56.861011 \nL 135.274451 55.473355 \nL 135.609586 57.408217 \nL 135.944721 58.002358 \nL 136.279856 62.138337 \nL 136.614992 68.351629 \nL 136.950127 71.048536 \nL 137.285262 72.710553 \nL 137.620397 73.052863 \nL 137.955532 69.512452 \nL 138.290667 58.107629 \nL 138.625802 57.3578 \nL 138.960938 57.300025 \nL 139.296073 68.784828 \nL 139.631208 68.046877 \nL 139.966343 65.147932 \nL 140.301478 64.390004 \nL 140.636613 62.319143 \nL 140.971748 64.568072 \nL 141.306883 63.855644 \nL 141.642019 64.194633 \nL 141.977154 63.947558 \nL 142.312289 67.765837 \nL 142.647424 62.404927 \nL 142.982559 64.969375 \nL 143.317694 61.029524 \nL 143.652829 61.279229 \nL 143.987965 70.383003 \nL 144.3231 71.781226 \nL 144.658235 75.188542 \nL 144.99337 75.227786 \nL 145.328505 75.898145 \nL 145.66364 84.176182 \nL 145.998775 88.689878 \nL 146.33391 77.124197 \nL 146.669046 75.857303 \nL 147.004181 76.132811 \nL 147.674451 71.795536 \nL 148.009586 68.469619 \nL 148.344721 67.435811 \nL 148.679856 71.199065 \nL 149.014992 71.879839 \nL 149.685262 85.549083 \nL 150.020397 79.225417 \nL 150.355532 77.336345 \nL 150.690667 71.814858 \nL 151.360938 68.981995 \nL 151.696073 69.063307 \nL 152.366343 82.957894 \nL 153.036613 74.886138 \nL 153.371748 75.758625 \nL 153.706883 69.18442 \nL 154.042019 78.014641 \nL 154.377154 83.272353 \nL 154.712289 78.340535 \nL 155.047424 78.238661 \nL 155.382559 73.856941 \nL 155.717694 72.456401 \nL 156.052829 81.534814 \nL 156.387965 84.433056 \nL 157.058235 103.258697 \nL 157.39337 97.779327 \nL 157.728505 97.702563 \nL 158.398775 95.177188 \nL 158.73391 96.651581 \nL 159.069046 94.863486 \nL 159.404181 102.210067 \nL 159.739316 97.218874 \nL 160.409586 99.16141 \nL 160.744721 100.836022 \nL 161.079856 98.102363 \nL 161.414992 103.428882 \nL 161.750127 100.15535 \nL 162.420397 107.305578 \nL 163.090667 111.008451 \nL 163.425802 110.66709 \nL 163.760938 105.83091 \nL 164.096073 104.445779 \nL 164.431208 100.43052 \nL 164.766343 104.447174 \nL 165.101478 104.072378 \nL 165.436613 109.263448 \nL 165.771748 107.379746 \nL 166.106883 102.065523 \nL 166.442019 108.772593 \nL 166.777154 103.993324 \nL 167.112289 112.65907 \nL 167.447424 107.309146 \nL 167.782559 116.711195 \nL 168.117694 108.644439 \nL 168.452829 115.701058 \nL 168.787965 112.911224 \nL 169.1231 111.05837 \nL 169.458235 114.97836 \nL 169.79337 112.489068 \nL 170.128505 115.353427 \nL 170.46364 112.083233 \nL 170.798775 117.80537 \nL 171.13391 115.227116 \nL 171.469046 117.044496 \nL 172.139316 106.135882 \nL 172.474451 116.894169 \nL 172.809586 111.231517 \nL 173.144721 120.666747 \nL 173.479856 113.701294 \nL 173.814992 113.457312 \nL 174.150127 113.79118 \nL 174.485262 117.479632 \nL 174.820397 115.618858 \nL 175.155532 122.954768 \nL 175.490667 116.222321 \nL 175.825802 122.071149 \nL 176.160938 124.329267 \nL 176.496073 127.919494 \nL 176.831208 129.319308 \nL 177.166343 128.644659 \nL 177.501478 123.710833 \nL 177.836613 124.173075 \nL 178.171748 129.904867 \nL 178.506883 123.70061 \nL 178.842019 130.331416 \nL 179.177154 124.111079 \nL 179.512289 120.649406 \nL 179.847424 129.624042 \nL 180.182559 131.043044 \nL 180.517694 135.434445 \nL 180.852829 137.068071 \nL 181.187965 133.817696 \nL 181.5231 134.236367 \nL 181.858235 135.842772 \nL 182.19337 133.177626 \nL 182.528505 128.451088 \nL 182.86364 130.999921 \nL 183.198775 129.810069 \nL 183.53391 129.346653 \nL 183.869046 131.682285 \nL 184.204181 135.228144 \nL 184.539316 132.537886 \nL 184.874451 131.984634 \nL 185.209586 136.545874 \nL 185.544721 136.633278 \nL 185.879856 136.894554 \nL 186.214992 138.222909 \nL 186.550127 140.67591 \nL 186.885262 135.468566 \nL 187.220397 139.293789 \nL 187.555532 138.292766 \nL 187.890667 138.754591 \nL 188.225802 140.442353 \nL 188.560938 134.682592 \nL 188.896073 136.324874 \nL 189.231208 133.839039 \nL 189.566343 133.656358 \nL 190.236613 137.690511 \nL 190.571748 133.089188 \nL 190.906883 133.234336 \nL 191.242019 131.643231 \nL 191.577154 130.720928 \nL 191.912289 135.306405 \nL 192.247424 134.77345 \nL 192.582559 141.319811 \nL 192.917694 135.134009 \nL 193.252829 141.706635 \nL 193.587965 139.726563 \nL 193.9231 138.78455 \nL 194.258235 139.196336 \nL 194.59337 142.330365 \nL 194.928505 143.008654 \nL 195.26364 144.12583 \nL 195.598775 143.918442 \nL 196.269046 138.035599 \nL 196.604181 142.149319 \nL 196.939316 143.444145 \nL 197.274451 141.370652 \nL 197.609586 143.697329 \nL 197.944721 142.801116 \nL 198.279856 145.31772 \nL 198.614992 149.659551 \nL 198.950127 150.599503 \nL 199.285262 147.610117 \nL 199.620397 149.594313 \nL 199.955532 146.030232 \nL 200.290667 146.623523 \nL 200.625802 146.450635 \nL 200.960938 143.700939 \nL 201.296073 142.8696 \nL 201.631208 140.220932 \nL 201.966343 146.609082 \nL 202.301478 146.238144 \nL 202.636613 141.827726 \nL 202.971748 143.61741 \nL 203.306883 140.107706 \nL 203.642019 133.465226 \nL 203.977154 139.92143 \nL 204.312289 142.128539 \nL 204.647424 139.182463 \nL 204.982559 139.789104 \nL 205.317694 141.383143 \nL 205.652829 140.938974 \nL 205.987965 143.515526 \nL 206.3231 143.966299 \nL 206.658235 146.817268 \nL 206.99337 145.321277 \nL 207.328505 144.494981 \nL 207.66364 146.455737 \nL 207.998775 142.827393 \nL 208.33391 135.809287 \nL 208.669046 140.645234 \nL 209.004181 132.800558 \nL 209.339316 139.325747 \nL 209.674451 140.492839 \nL 210.009586 139.20094 \nL 210.679856 147.658186 \nL 211.014992 149.067226 \nL 211.350127 148.665288 \nL 211.685262 142.290058 \nL 212.020397 144.066448 \nL 212.355532 135.939177 \nL 212.690667 137.926678 \nL 213.025802 145.101616 \nL 213.360938 144.03771 \nL 213.696073 146.576096 \nL 214.031208 146.387291 \nL 214.366343 146.056827 \nL 214.701478 141.964086 \nL 215.036613 141.693702 \nL 215.371748 141.699658 \nL 215.706883 144.392364 \nL 216.042019 143.200892 \nL 216.377154 142.794304 \nL 216.712289 144.834412 \nL 217.047424 144.180939 \nL 217.382559 145.719224 \nL 217.717694 145.638711 \nL 218.052829 142.740438 \nL 218.387965 143.963676 \nL 218.7231 140.847583 \nL 219.39337 144.996015 \nL 219.728505 141.616067 \nL 220.73391 134.686794 \nL 221.069046 136.355406 \nL 221.404181 136.179499 \nL 222.074451 146.863655 \nL 222.409586 145.210857 \nL 223.079856 147.904018 \nL 223.414992 139.902012 \nL 223.750127 136.449625 \nL 224.085262 138.976918 \nL 224.420397 130.334721 \nL 224.755532 136.828612 \nL 225.090667 130.957185 \nL 225.425802 137.937589 \nL 225.760938 140.025093 \nL 226.096073 137.88392 \nL 226.431208 143.951266 \nL 226.766343 135.982851 \nL 227.101478 134.821061 \nL 227.436613 137.244062 \nL 227.771748 133.369079 \nL 228.106883 137.851313 \nL 228.442019 138.1151 \nL 228.777154 135.914619 \nL 229.112289 134.963563 \nL 229.447424 138.36082 \nL 229.782559 136.41081 \nL 230.452829 143.387349 \nL 230.787965 137.790511 \nL 231.1231 137.347227 \nL 231.79337 128.824684 \nL 232.128505 128.024285 \nL 232.46364 127.802312 \nL 232.798775 123.828619 \nL 233.13391 124.322545 \nL 233.469046 125.335422 \nL 234.474451 132.715057 \nL 234.809586 132.92951 \nL 235.144721 135.235464 \nL 235.479856 136.487869 \nL 235.814992 136.788667 \nL 236.150127 135.992706 \nL 236.485262 132.748826 \nL 236.820397 135.623858 \nL 237.155532 131.798723 \nL 237.490667 131.479351 \nL 237.825802 131.462531 \nL 238.160938 129.161751 \nL 238.496073 128.974871 \nL 238.831208 131.325317 \nL 239.166343 131.359005 \nL 239.501478 127.855798 \nL 239.836613 131.318832 \nL 240.171748 127.974602 \nL 240.506883 126.767101 \nL 240.842019 126.622861 \nL 241.177154 121.448628 \nL 241.512289 121.636041 \nL 241.847424 126.175916 \nL 242.182559 126.698848 \nL 242.517694 125.199545 \nL 242.852829 126.231972 \nL 243.187965 121.297556 \nL 243.5231 114.285248 \nL 243.858235 123.01291 \nL 244.19337 111.631679 \nL 244.528505 117.71947 \nL 244.86364 119.335582 \nL 245.198775 117.170078 \nL 245.53391 119.841974 \nL 245.869046 124.059388 \nL 246.204181 123.536487 \nL 246.539316 124.861182 \nL 247.209586 115.15303 \nL 247.544721 114.68772 \nL 247.879856 110.148919 \nL 248.214992 117.415433 \nL 248.550127 120.564797 \nL 248.885262 121.058468 \nL 249.220397 123.854223 \nL 249.555532 122.530528 \nL 249.890667 115.216439 \nL 250.225802 113.36371 \nL 250.560938 113.017874 \nL 250.896073 110.276825 \nL 251.231208 113.739015 \nL 251.566343 114.068657 \nL 251.901478 107.911431 \nL 252.236613 110.015157 \nL 252.571748 106.592556 \nL 252.906883 107.164206 \nL 253.242019 113.878593 \nL 253.577154 111.859853 \nL 253.912289 108.406073 \nL 254.247424 107.092296 \nL 254.582559 98.20692 \nL 254.917694 107.045457 \nL 255.252829 97.614103 \nL 255.587965 107.325813 \nL 255.9231 105.146332 \nL 256.258235 100.880801 \nL 256.59337 112.590904 \nL 256.928505 103.41079 \nL 257.26364 107.732244 \nL 257.598775 110.587214 \nL 257.93391 106.247658 \nL 258.269046 108.830606 \nL 258.604181 108.325904 \nL 258.939316 103.883969 \nL 259.274451 102.74594 \nL 259.609586 90.623206 \nL 259.944721 101.1999 \nL 260.279856 96.567289 \nL 260.614992 96.732248 \nL 260.950127 97.294017 \nL 261.285262 89.793979 \nL 261.620397 96.967242 \nL 261.955532 95.596919 \nL 262.290667 99.254757 \nL 262.625802 101.356279 \nL 262.960938 89.807557 \nL 263.296073 99.03874 \nL 263.631208 105.031935 \nL 263.966343 103.592124 \nL 264.301478 104.693058 \nL 264.636613 93.540827 \nL 264.971748 89.377192 \nL 265.306883 86.83953 \nL 265.642019 82.776037 \nL 265.977154 88.840129 \nL 266.312289 83.015159 \nL 266.647424 81.016913 \nL 266.982559 82.021646 \nL 267.317694 79.062593 \nL 267.652829 93.940282 \nL 267.987965 83.96684 \nL 268.3231 84.030258 \nL 268.658235 84.218856 \nL 268.99337 86.547163 \nL 269.328505 83.591836 \nL 269.66364 89.37905 \nL 269.998775 89.333805 \nL 270.33391 83.369472 \nL 270.669046 86.803529 \nL 271.004181 81.609054 \nL 271.339316 82.585893 \nL 271.674451 78.623363 \nL 272.009586 76.284687 \nL 272.344721 76.461524 \nL 272.679856 70.43369 \nL 273.014992 70.101111 \nL 273.350127 74.423045 \nL 273.685262 67.377009 \nL 274.020397 69.704209 \nL 274.355532 69.585828 \nL 274.690667 80.125427 \nL 275.025802 84.171732 \nL 275.360937 80.926683 \nL 275.696073 82.472579 \nL 276.031208 76.80039 \nL 276.366343 76.851369 \nL 277.036613 68.816691 \nL 277.371748 67.416619 \nL 277.706883 71.613741 \nL 278.042019 73.018154 \nL 278.377154 83.853335 \nL 278.712289 71.409637 \nL 279.047424 67.831244 \nL 279.382559 59.921291 \nL 279.717694 61.48301 \nL 280.052829 58.0405 \nL 280.387965 64.718558 \nL 280.7231 69.081858 \nL 281.058235 67.99651 \nL 281.39337 69.008733 \nL 281.728505 61.184586 \nL 282.06364 60.468831 \nL 282.398775 69.842547 \nL 282.73391 69.345297 \nL 283.069046 66.588382 \nL 283.404181 67.241244 \nL 283.739316 66.054299 \nL 284.074451 65.883622 \nL 284.409586 61.534241 \nL 284.744721 55.216181 \nL 285.079856 56.861192 \nL 285.414992 56.816864 \nL 285.750127 63.395651 \nL 286.085262 59.901789 \nL 286.420397 59.789753 \nL 286.755532 55.935786 \nL 287.090667 56.774991 \nL 287.425802 58.415992 \nL 287.760938 57.024844 \nL 288.096073 53.688436 \nL 288.431208 48.68174 \nL 288.766343 46.610269 \nL 289.101478 45.770881 \nL 289.436613 50.094462 \nL 289.771748 51.626873 \nL 290.106883 51.312921 \nL 290.777154 49.347315 \nL 291.112289 53.87974 \nL 291.447424 54.379687 \nL 291.782559 59.947734 \nL 292.117694 56.158522 \nL 292.452829 57.103018 \nL 292.787965 51.024617 \nL 293.1231 54.352313 \nL 293.458235 53.4265 \nL 293.79337 51.846568 \nL 294.128505 52.489959 \nL 294.46364 52.330907 \nL 294.798775 49.013057 \nL 295.13391 50.07182 \nL 295.469046 46.658253 \nL 295.804181 52.387355 \nL 296.139316 53.648737 \nL 296.474451 50.902278 \nL 296.809586 45.599108 \nL 297.144721 44.769547 \nL 297.479856 46.333091 \nL 297.814992 50.087849 \nL 298.150127 51.733006 \nL 298.485262 43.96436 \nL 298.820397 48.315315 \nL 299.155532 49.322854 \nL 299.490667 53.728322 \nL 299.825802 52.606527 \nL 300.160938 44.368893 \nL 300.831208 48.256226 \nL 301.166343 48.230264 \nL 301.501478 46.762773 \nL 301.836613 44.79493 \nL 302.171748 46.206041 \nL 302.506883 41.793412 \nL 302.842019 40.459188 \nL 303.177154 37.123603 \nL 303.512289 44.672976 \nL 303.847424 48.273828 \nL 304.182559 50.320506 \nL 305.5231 39.695707 \nL 305.858235 38.868239 \nL 306.19337 46.298058 \nL 306.528505 47.918791 \nL 306.86364 44.781259 \nL 307.198775 36.268967 \nL 307.53391 36.10652 \nL 308.204181 43.939949 \nL 308.539316 43.636918 \nL 309.209586 32.835462 \nL 310.885262 41.853881 \nL 311.220397 36.021727 \nL 311.890667 34.932386 \nL 312.225802 39.151563 \nL 312.560938 44.944824 \nL 312.896073 44.412809 \nL 313.231208 42.298969 \nL 313.566343 36.195979 \nL 313.901478 40.127018 \nL 314.236613 40.064421 \nL 314.571748 42.571568 \nL 314.906883 42.22177 \nL 315.242019 42.142185 \nL 315.577154 35.201611 \nL 315.912289 36.320089 \nL 316.247424 31.725999 \nL 316.582559 34.239437 \nL 316.917694 33.421695 \nL 317.252829 31.706182 \nL 317.587965 37.715149 \nL 317.9231 41.028946 \nL 318.258235 47.072706 \nL 318.59337 43.719939 \nL 318.928505 50.479635 \nL 319.26364 50.250461 \nL 319.598775 48.955202 \nL 319.93391 44.261339 \nL 320.269046 44.038987 \nL 320.604181 47.283403 \nL 320.939316 46.466096 \nL 321.609586 34.395948 \nL 321.944721 35.935451 \nL 322.279856 38.623067 \nL 322.614992 44.551515 \nL 322.950127 43.421225 \nL 323.285262 45.160296 \nL 323.620397 43.231314 \nL 323.955532 37.510084 \nL 324.290667 42.872343 \nL 324.960938 34.220729 \nL 325.296073 33.287755 \nL 325.631208 33.61359 \nL 326.301478 48.688917 \nL 326.636613 47.264963 \nL 326.971748 50.067144 \nL 327.306883 41.414799 \nL 327.642019 39.666589 \nL 327.977154 40.314022 \nL 328.312289 46.383082 \nL 328.647424 48.339334 \nL 328.982559 55.009637 \nL 329.317694 45.971423 \nL 329.652829 48.344919 \nL 329.987965 41.974455 \nL 330.3231 48.374454 \nL 330.658235 43.67164 \nL 330.99337 49.079292 \nL 331.328505 47.521554 \nL 331.66364 50.521917 \nL 332.33391 43.933585 \nL 332.669046 44.00154 \nL 333.004181 41.419175 \nL 333.339316 47.669483 \nL 333.674451 49.471458 \nL 334.009586 54.163187 \nL 334.344721 50.63969 \nL 335.014992 47.925482 \nL 335.350127 44.670295 \nL 335.685262 47.519956 \nL 336.020397 39.65403 \nL 336.355532 44.606698 \nL 336.690667 46.103774 \nL 337.025802 55.110574 \nL 337.360937 57.710834 \nL 337.696073 56.302361 \nL 338.031208 50.041603 \nL 338.366343 52.150285 \nL 338.701478 53.196407 \nL 339.036613 51.751823 \nL 339.371748 44.627284 \nL 339.706883 43.643649 \nL 340.042019 40.976691 \nL 340.712289 52.609726 \nL 341.382559 59.598191 \nL 341.717694 56.7489 \nL 342.052829 58.289868 \nL 342.387965 53.797846 \nL 342.7231 57.73765 \nL 343.058235 59.400306 \nL 343.39337 58.24577 \nL 343.728505 57.527595 \nL 344.06364 59.384417 \nL 344.398775 56.488982 \nL 344.73391 63.404229 \nL 345.069046 57.532006 \nL 345.404181 54.445719 \nL 345.739316 54.743944 \nL 346.074451 54.34894 \nL 346.744721 63.618209 \nL 347.079856 62.747077 \nL 347.414992 61.431633 \nL 348.085262 53.324385 \nL 348.420397 58.444453 \nL 348.755532 60.187492 \nL 349.090667 63.215979 \nL 349.425802 62.263798 \nL 349.760938 60.528503 \nL 350.096073 61.955462 \nL 350.431208 57.363276 \nL 350.766343 54.601419 \nL 351.101478 56.124205 \nL 351.436613 56.203747 \nL 351.771748 63.489998 \nL 352.106883 63.541524 \nL 352.442019 61.548968 \nL 352.777154 56.033843 \nL 353.112289 57.053442 \nL 353.447424 62.955706 \nL 353.782559 66.03276 \nL 354.117694 63.673109 \nL 354.452829 63.775451 \nL 354.787965 63.234447 \nL 355.1231 64.078747 \nL 355.458235 62.724875 \nL 355.79337 65.823424 \nL 356.46364 79.420332 \nL 356.798775 77.143948 \nL 357.13391 77.448015 \nL 357.469046 76.062506 \nL 357.804181 72.041308 \nL 358.139316 63.750601 \nL 358.474451 63.048813 \nL 358.809586 69.381445 \nL 359.479856 85.766863 \nL 359.814992 85.709103 \nL 360.150127 76.386106 \nL 360.485262 76.71569 \nL 360.820397 74.288739 \nL 361.155532 67.881103 \nL 361.490667 75.460013 \nL 361.825802 70.032948 \nL 362.160938 79.444001 \nL 362.496073 85.313015 \nL 362.831208 96.489646 \nL 363.166343 93.085695 \nL 363.501478 96.103382 \nL 363.836613 100.757234 \nL 364.171748 95.591545 \nL 364.506883 99.003906 \nL 364.842019 92.739368 \nL 365.177154 81.31198 \nL 366.182559 73.782263 \nL 366.517694 79.618181 \nL 366.852829 90.491092 \nL 367.187965 96.254735 \nL 367.5231 95.713315 \nL 367.858235 103.940834 \nL 368.19337 93.293809 \nL 368.528505 86.501816 \nL 368.86364 82.398036 \nL 369.198775 83.038143 \nL 369.53391 79.360977 \nL 370.204181 91.092027 \nL 370.539316 91.629043 \nL 370.874451 97.436044 \nL 371.209586 98.152841 \nL 371.544721 104.627398 \nL 371.879856 102.668425 \nL 372.214992 101.725994 \nL 372.885262 91.150079 \nL 373.220397 93.861952 \nL 373.555532 98.384501 \nL 374.225802 102.892821 \nL 374.560938 103.681958 \nL 374.896073 106.008279 \nL 375.231208 105.029221 \nL 375.566343 107.309393 \nL 375.901478 105.863011 \nL 376.236613 108.10738 \nL 376.571748 106.818501 \nL 376.906883 111.2279 \nL 377.242019 104.908713 \nL 377.577154 109.323307 \nL 377.912289 110.916551 \nL 378.247424 116.772162 \nL 378.582559 117.853236 \nL 378.917694 123.509176 \nL 379.252829 120.761754 \nL 379.587965 121.882549 \nL 379.9231 120.088999 \nL 380.258235 113.044597 \nL 380.59337 114.301446 \nL 380.928505 107.908811 \nL 381.26364 112.427965 \nL 381.598775 119.399895 \nL 381.93391 111.507216 \nL 382.269046 119.125518 \nL 382.604181 108.23473 \nL 382.939316 115.058876 \nL 383.274451 112.179113 \nL 383.609586 117.939618 \nL 383.944721 114.981621 \nL 384.279856 114.955659 \nL 384.614992 118.244049 \nL 384.950127 116.18246 \nL 385.285262 117.407223 \nL 385.620397 107.702866 \nL 385.955532 112.778733 \nL 386.290667 109.471848 \nL 386.625802 120.954618 \nL 386.960938 124.670004 \nL 386.960938 124.670004 \n\" clip-path=\"url(#pf711fbeddb)\" style=\"fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #bf00bf; stroke-width: 1.5\"/>\n   </g>\n   <g id=\"line2d_27\">\n    <path d=\"M 254.582559 98.20692 \nL 254.917694 107.151584 \nL 255.252829 100.170398 \nL 255.587965 108.022942 \nL 255.9231 104.343519 \nL 256.258235 108.529032 \nL 256.59337 106.636193 \nL 256.928505 110.032382 \nL 257.26364 109.232883 \nL 257.598775 111.460812 \nL 257.93391 111.378458 \nL 258.269046 113.219161 \nL 258.604181 113.528244 \nL 258.939316 114.983369 \nL 259.274451 115.565891 \nL 259.609586 116.856426 \nL 259.944721 117.585949 \nL 260.950127 120.674444 \nL 263.631208 127.50848 \nL 264.636613 129.266629 \nL 265.642019 130.64039 \nL 266.647424 131.714375 \nL 267.987965 132.792612 \nL 269.328505 133.569814 \nL 271.004181 134.243727 \nL 273.014992 134.760922 \nL 275.360937 135.116687 \nL 278.712289 135.373799 \nL 284.074451 135.521977 \nL 296.474451 135.574132 \nL 386.960938 135.576774 \nL 386.960938 135.576774 \n\" clip-path=\"url(#pf711fbeddb)\" style=\"fill: none; stroke-dasharray: 9.6,2.4,1.5,2.4; stroke-dashoffset: 0; stroke: #008000; stroke-width: 1.5\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 52.160938 173.52 \nL 52.160938 7.2 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 386.960938 173.52 \nL 386.960938 7.2 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 52.160938 173.52 \nL 386.960938 173.52 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 52.160938 7.2 \nL 386.960938 7.2 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"legend_1\">\n    <g id=\"patch_7\">\n     <path d=\"M 59.160938 168.52 \nL 169.470313 168.52 \nQ 171.470313 168.52 171.470313 166.52 \nL 171.470313 123.485625 \nQ 171.470313 121.485625 169.470313 121.485625 \nL 59.160938 121.485625 \nQ 57.160938 121.485625 57.160938 123.485625 \nL 57.160938 166.52 \nQ 57.160938 168.52 59.160938 168.52 \nz\n\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n    </g>\n    <g id=\"line2d_28\">\n     <path d=\"M 61.160938 129.584063 \nL 71.160938 129.584063 \nL 81.160938 129.584063 \n\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square\"/>\n    </g>\n    <g id=\"text_15\">\n     <!-- data -->\n     <g transform=\"translate(89.160938 133.084063) scale(0.1 -0.1)\">\n      <defs>\n       <path id=\"DejaVuSans-64\" d=\"M 2906 2969 \nL 2906 4863 \nL 3481 4863 \nL 3481 0 \nL 2906 0 \nL 2906 525 \nQ 2725 213 2448 61 \nQ 2172 -91 1784 -91 \nQ 1150 -91 751 415 \nQ 353 922 353 1747 \nQ 353 2572 751 3078 \nQ 1150 3584 1784 3584 \nQ 2172 3584 2448 3432 \nQ 2725 3281 2906 2969 \nz\nM 947 1747 \nQ 947 1113 1208 752 \nQ 1469 391 1925 391 \nQ 2381 391 2643 752 \nQ 2906 1113 2906 1747 \nQ 2906 2381 2643 2742 \nQ 2381 3103 1925 3103 \nQ 1469 3103 1208 2742 \nQ 947 2381 947 1747 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \nQ 1497 1759 1228 1600 \nQ 959 1441 959 1056 \nQ 959 750 1161 570 \nQ 1363 391 1709 391 \nQ 2188 391 2477 730 \nQ 2766 1069 2766 1631 \nL 2766 1759 \nL 2194 1759 \nz\nM 3341 1997 \nL 3341 0 \nL 2766 0 \nL 2766 531 \nQ 2569 213 2275 61 \nQ 1981 -91 1556 -91 \nQ 1019 -91 701 211 \nQ 384 513 384 1019 \nQ 384 1609 779 1909 \nQ 1175 2209 1959 2209 \nL 2766 2209 \nL 2766 2266 \nQ 2766 2663 2505 2880 \nQ 2244 3097 1772 3097 \nQ 1472 3097 1187 3025 \nQ 903 2953 641 2809 \nL 641 3341 \nQ 956 3463 1253 3523 \nQ 1550 3584 1831 3584 \nQ 2591 3584 2966 3190 \nQ 3341 2797 3341 1997 \nz\n\" transform=\"scale(0.015625)\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-64\"/>\n      <use xlink:href=\"#DejaVuSans-61\" x=\"63.476562\"/>\n      <use xlink:href=\"#DejaVuSans-74\" x=\"124.755859\"/>\n      <use xlink:href=\"#DejaVuSans-61\" x=\"163.964844\"/>\n     </g>\n    </g>\n    <g id=\"line2d_29\">\n     <path d=\"M 61.160938 144.262188 \nL 71.160938 144.262188 \nL 81.160938 144.262188 \n\" style=\"fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #bf00bf; stroke-width: 1.5\"/>\n    </g>\n    <g id=\"text_16\">\n     <!-- 1-step preds -->\n     <g transform=\"translate(89.160938 147.762188) scale(0.1 -0.1)\">\n      <defs>\n       <path id=\"DejaVuSans-2d\" d=\"M 313 2009 \nL 1997 2009 \nL 1997 1497 \nL 313 1497 \nL 313 2009 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \nL 2834 2853 \nQ 2591 2978 2328 3040 \nQ 2066 3103 1784 3103 \nQ 1356 3103 1142 2972 \nQ 928 2841 928 2578 \nQ 928 2378 1081 2264 \nQ 1234 2150 1697 2047 \nL 1894 2003 \nQ 2506 1872 2764 1633 \nQ 3022 1394 3022 966 \nQ 3022 478 2636 193 \nQ 2250 -91 1575 -91 \nQ 1294 -91 989 -36 \nQ 684 19 347 128 \nL 347 722 \nQ 666 556 975 473 \nQ 1284 391 1588 391 \nQ 1994 391 2212 530 \nQ 2431 669 2431 922 \nQ 2431 1156 2273 1281 \nQ 2116 1406 1581 1522 \nL 1381 1569 \nQ 847 1681 609 1914 \nQ 372 2147 372 2553 \nQ 372 3047 722 3315 \nQ 1072 3584 1716 3584 \nQ 2034 3584 2315 3537 \nQ 2597 3491 2834 3397 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-70\" d=\"M 1159 525 \nL 1159 -1331 \nL 581 -1331 \nL 581 3500 \nL 1159 3500 \nL 1159 2969 \nQ 1341 3281 1617 3432 \nQ 1894 3584 2278 3584 \nQ 2916 3584 3314 3078 \nQ 3713 2572 3713 1747 \nQ 3713 922 3314 415 \nQ 2916 -91 2278 -91 \nQ 1894 -91 1617 61 \nQ 1341 213 1159 525 \nz\nM 3116 1747 \nQ 3116 2381 2855 2742 \nQ 2594 3103 2138 3103 \nQ 1681 3103 1420 2742 \nQ 1159 2381 1159 1747 \nQ 1159 1113 1420 752 \nQ 1681 391 2138 391 \nQ 2594 391 2855 752 \nQ 3116 1113 3116 1747 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \nQ 2534 3019 2420 3045 \nQ 2306 3072 2169 3072 \nQ 1681 3072 1420 2755 \nQ 1159 2438 1159 1844 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1341 3275 1631 3429 \nQ 1922 3584 2338 3584 \nQ 2397 3584 2469 3576 \nQ 2541 3569 2628 3553 \nL 2631 2963 \nz\n\" transform=\"scale(0.015625)\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-31\"/>\n      <use xlink:href=\"#DejaVuSans-2d\" x=\"63.623047\"/>\n      <use xlink:href=\"#DejaVuSans-73\" x=\"99.707031\"/>\n      <use xlink:href=\"#DejaVuSans-74\" x=\"151.806641\"/>\n      <use xlink:href=\"#DejaVuSans-65\" x=\"191.015625\"/>\n      <use xlink:href=\"#DejaVuSans-70\" x=\"252.539062\"/>\n      <use xlink:href=\"#DejaVuSans-20\" x=\"316.015625\"/>\n      <use xlink:href=\"#DejaVuSans-70\" x=\"347.802734\"/>\n      <use xlink:href=\"#DejaVuSans-72\" x=\"411.279297\"/>\n      <use xlink:href=\"#DejaVuSans-65\" x=\"450.142578\"/>\n      <use xlink:href=\"#DejaVuSans-64\" x=\"511.666016\"/>\n      <use xlink:href=\"#DejaVuSans-73\" x=\"575.142578\"/>\n     </g>\n    </g>\n    <g id=\"line2d_30\">\n     <path d=\"M 61.160938 158.940313 \nL 71.160938 158.940313 \nL 81.160938 158.940313 \n\" style=\"fill: none; stroke-dasharray: 9.6,2.4,1.5,2.4; stroke-dashoffset: 0; stroke: #008000; stroke-width: 1.5\"/>\n    </g>\n    <g id=\"text_17\">\n     <!-- multistep preds -->\n     <g transform=\"translate(89.160938 162.440313) scale(0.1 -0.1)\">\n      <defs>\n       <path id=\"DejaVuSans-75\" d=\"M 544 1381 \nL 544 3500 \nL 1119 3500 \nL 1119 1403 \nQ 1119 906 1312 657 \nQ 1506 409 1894 409 \nQ 2359 409 2629 706 \nQ 2900 1003 2900 1516 \nL 2900 3500 \nL 3475 3500 \nL 3475 0 \nL 2900 0 \nL 2900 538 \nQ 2691 219 2414 64 \nQ 2138 -91 1772 -91 \nQ 1169 -91 856 284 \nQ 544 659 544 1381 \nz\nM 1991 3584 \nL 1991 3584 \nz\n\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-6c\" d=\"M 603 4863 \nL 1178 4863 \nL 1178 0 \nL 603 0 \nL 603 4863 \nz\n\" transform=\"scale(0.015625)\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-6d\"/>\n      <use xlink:href=\"#DejaVuSans-75\" x=\"97.412109\"/>\n      <use xlink:href=\"#DejaVuSans-6c\" x=\"160.791016\"/>\n      <use xlink:href=\"#DejaVuSans-74\" x=\"188.574219\"/>\n      <use xlink:href=\"#DejaVuSans-69\" x=\"227.783203\"/>\n      <use xlink:href=\"#DejaVuSans-73\" x=\"255.566406\"/>\n      <use xlink:href=\"#DejaVuSans-74\" x=\"307.666016\"/>\n      <use xlink:href=\"#DejaVuSans-65\" x=\"346.875\"/>\n      <use xlink:href=\"#DejaVuSans-70\" x=\"408.398438\"/>\n      <use xlink:href=\"#DejaVuSans-20\" x=\"471.875\"/>\n      <use xlink:href=\"#DejaVuSans-70\" x=\"503.662109\"/>\n      <use xlink:href=\"#DejaVuSans-72\" x=\"567.138672\"/>\n      <use xlink:href=\"#DejaVuSans-65\" x=\"606.001953\"/>\n      <use xlink:href=\"#DejaVuSans-64\" x=\"667.525391\"/>\n      <use xlink:href=\"#DejaVuSans-73\" x=\"731.001953\"/>\n     </g>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"pf711fbeddb\">\n   <rect x=\"52.160938\" y=\"7.2\" width=\"334.8\" height=\"166.32\"/>\n  </clipPath>\n </defs>\n</svg>\n"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 11
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": "max_steps = 64"
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": [
    "features = torch.zeros((T - tau - max_steps + 1, tau + max_steps))\n",
    "for i in range(tau):\n",
    "    features[:,i] = x[i : i + T - tau - max_steps + 1]\n",
    "\n",
    "for i in range(tau, tau + max_steps):\n",
    "    features[:,i] = net(\n",
    "        features[:, i - tau : i].reshape((1, -1)),\n",
    "    )\n"
   ]
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": ""
  }
 ],
 "metadata": {
  "language_info": {
   "name": "python"
  },
  "kernelspec": {
   "name": "python3",
   "language": "python",
   "display_name": "Python 3 (ipykernel)"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
